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CoRL 2025 Papers

A list of 200+ CoRL papers (orals & posters) with TLDRs, project pages, code, etc

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Orals

# Paper Title TLDR Project Page Paper Code
1 ClutterDexGrasp: A Sim-to-Real System for General Dexterous Grasping in Cluttered Scenes Two-stage teacher–student framework enabling zero-shot dexterous grasping in clutter. link link link
2 ScrewSplat: An End-to-End Method for Articulated Object Recognition Learns geometry and kinematics from RGB using Gaussian splatting with screw axes. N/A link link
3 Visual Imitation Enables Contextual Humanoid Control Large-scale visual imitation enables humanoids to act contextually in varied environments. N/A link link
4 Sampling-based System Identification with Active Exploration for Legged Sim2Real Learning Active exploration improves system ID and sim-to-real transfer for legged robots. N/A link link
5 DemoSpeedup: Accelerating Visuomotor Policies via Entropy-Guided Demonstration Acceleration Speeds up visuomotor policy training by entropy-guided demo selection. N/A link N/A
6 RoboArena: Distributed Real-World Evaluation of Generalist Robot Policies Distributed real-world benchmark for evaluating generalist robot policies. link link link
7 Latent Theory of Mind: A Decentralized Diffusion Architecture for Cooperative Manipulation Multi-agent cooperative manipulation via diffusion-based latent theory of mind. N/A link N/A
8 Non-conflicting Energy Minimization in Reinforcement Learning based Robot Control Energy-efficient robot control via non-conflicting energy minimization in RL. N/A link N/A
9 Belief-Conditioned One-Step Diffusion: Real-Time Trajectory Planning with Just-Enough Sensing Diffusion planner for real-time trajectories under partial observability. N/A link N/A
10 Cross-Sensor Touch Generation Generates cross-sensor tactile signals to improve robot perception. link OpenReview N/A
11 X-Sim: Cross-Embodiment Learning via Real-to-Sim-to-Real Real-to-sim-to-real pipeline for transferring skills across robot embodiments. link link N/A
12 Data Retrieval with Importance Weights for Few-Shot Imitation Learning Improves few-shot imitation learning by weighting retrieved demos for efficiency. N/A link N/A
13 Versatile Loco-Manipulation through Flexible Interlimb Coordination Enables loco-manipulation by flexibly coordinating robot limbs. N/A link N/A
14 Reactive In-Air Clothing Manipulation with Confidence-Aware Dense Correspondence and Visuotactile Affordance In-air garment manipulation using dense visual-tactile correspondences and affordances. N/A link N/A
15 Training Strategies for Efficient Embodied Reasoning Proposes strategies to make embodied reasoning more efficient. N/A link N/A
16 Divide, Discover, Deploy: Factorized Skill Learning with Symmetry and Style Priors Factorized skill learning with priors for modular deployment. link link N/A
17 Tactile Beyond Pixels: Multisensory Touch Representations for Robot Manipulation Builds rich tactile representations that fuse multiple modalities. N/A link N/A
18 Planning from Point Clouds over Continuous Actions for Multi-object Rearrangement Planner for rearrangement tasks directly from raw point clouds. N/A link N/A
19 Stack It Up!: 3D Stable Structure Generation from 2D Hand-drawn Sketch Converts 2D sketches into physically stable 3D structures. N/A link N/A
20 DexSkin: High-Coverage Conformable Robotic Skin for Learning Contact-Rich Manipulation Flexible, conformable robotic skin for learning contact-rich tasks. N/A link N/A
21 SAVOR: Skill Affordance Learning from Visuo-Haptic Perception for Robot-Assisted Bite Acquisition Learns visuo-haptic affordances for assistive bite acquisition. N/A link N/A
22 SAIL: Faster-than-Demonstration Execution of Imitation Learning Policies Executes imitation learning policies faster than human demonstrations. N/A link N/A
23 Geometric Red-Teaming for Robotic Manipulation Stress-tests robot manipulation with geometric adversaries. N/A link N/A
24 HuB: Learning Extreme Humanoid Balance Trains humanoids for extreme balancing and recovery. N/A link N/A
25 Vision-Language-Action Model with Open-World Generalization VLA model trained to generalize to open-world robotic tasks. N/A link N/A
26 Fabrica: Dual-Arm Assembly of General Multi-Part Objects via Integrated Planning and Learning Combines planning and learning for generalizable dual-arm multi-part assembly. N/A link N/A
27 Streaming Flow Policy: Simplifying diffusion/flow-matching policies by treating action trajectories as flow trajectories Simplifies diffusion policies by reformulating action trajectories as flow trajectories. N/A link N/A
28 Steering Your Diffusion Policy with Latent Space Reinforcement Learning Uses reinforcement learning in latent space to guide and improve diffusion policies. link link link
29 AirExo-2: Scaling up Generalizable Robotic Imitation Learning with Low-Cost Exoskeletons Scales robotic imitation learning using low-cost wearable exoskeleton data collection. link link N/A
30 FetchBot: Learning Generalizable Object Fetching in Cluttered Scenes via Zero-Shot Sim2Real Zero-shot sim-to-real transfer for object fetching in cluttered environments. link link N/A
31 One View, Many Worlds: Single-Image to 3D Object Meets Generative Domain Randomization for One-Shot 6D Pose Estimation One-shot 6D pose estimation using single-image 3D object generation with domain randomization. N/A link link
32 KineSoft: Learning Proprioceptive Manipulation Policies with Soft Robot Hands Trains manipulation policies for soft robot hands using proprioceptive sensing. N/A link N/A
33 Real2Render2Real: Scaling Robot Data Without Dynamics Simulation or Robot Hardware Data scaling pipeline using rendering to bypass robot hardware and dynamics simulation. N/A link link
34 FACET: Force-Adaptive Control via Impedance Reference Tracking for Legged Robots Force-adaptive impedance tracking improves control of legged robots. N/A link N/A
35 DexUMI: Using Human Hand as the Universal Manipulation Interface for Dexterous Manipulation Leverages the human hand as a universal interface for dexterous robotic manipulation. N/A link link
36 The Sound of Simulation: Learning Multimodal Sim-to-Real Robot Policies with Generative Audio Integrates audio with vision for multimodal sim-to-real robot policies. link link N/A
37 ReWiND: Language-Guided Rewards Teach Robot Policies without New Demonstrations Uses language-guided rewards to improve robot policies without requiring new demos. N/A link N/A
38 Learning a Unified Policy for Position and Force Control in Legged Loco-Manipulation Unified policy framework for position and force control in legged loco-manipulation. N/A link N/A
39 Omni-Perception: Omnidirectional Collision Avoidance of Legged Robots in Dynamic Environments Omnidirectional perception enables collision avoidance for legged robots in dynamic settings. N/A link N/A
40 Real-Time Out-of-Distribution Failure Prevention via Multi-Modal Reasoning Prevents OOD failures in real-time with multi-modal reasoning. N/A link N/A
41 LocoFormer: Generalist Locomotion via Long-context Adaptation Generalist locomotion policy trained with long-context sequence adaptation. link link link
42 ImMimic: Cross-Domain Imitation from Human Videos via Mapping and Interpolation Cross-domain imitation by mapping and interpolating human videos for robot learning. N/A link N/A

Posters

# Paper Title TLDR Project Page Paper Code
1 CLONE: Closed-Loop Whole-Body Humanoid Teleoperation for Long-Horizon Tasks Robust whole-body humanoid teleoperation using mixture-of-experts control and LiDAR correction. link link N/A
2 Disentangled Multi-Context Meta-Learning: Unlocking Robust and Generalized Task Learning Disentangles task factors for robust meta-learning and sim-to-real transfer. N/A link N/A
3 Meta-Optimization and Program Search using Language Models for Task and Motion Planning Uses LLMs for meta-optimization and program search in task and motion planning. N/A link N/A
4 Text2Touch: Tactile In-Hand Manipulation with LLM-Designed Reward Functions Leverages LLM-designed reward functions for tactile in-hand robot manipulation. N/A link N/A
5 Multi-Loco: Unifying Multi-Embodiment Legged Locomotion via Reinforcement Learning Augmented Diffusion Unifies locomotion control across embodiments with RL-augmented diffusion models. N/A link N/A
6 SimShear: Sim-to-Real Shear-based Tactile Servoing Uses shear-based tactile feedback for sim-to-real transfer in tactile servoing. N/A link N/A
7 Focusing on What Matters: Object-Agent-centric Tokenization for Vision Language Action models Introduces object-agent-centric tokenization to improve VLA model reasoning. N/A OpenReview N/A
8 AT-Drone: Benchmarking Adaptive Teaming in Multi-Drone Pursuit Benchmark for evaluating adaptive teaming strategies in multi-drone pursuit tasks. N/A link N/A
9 Uncertainty-Aware Scene Understanding via Efficient Sampling-Free Confidence Estimation Confidence estimation for scene understanding without expensive sampling. N/A link N/A
10 ObjectReact: Learning Object-Relative Control for Visual Navigation Learns object-relative navigation control for robust visual navigation. Link link Link
11 Decentralized Aerial Manipulation of a Cable-Suspended Load Using Multi-Agent Reinforcement Learning Decentralized multi-agent RL for aerial manipulation of suspended loads. N/A link N/A
12 ReasonPlan: Unified Scene Prediction and Decision Reasoning for Closed-loop Autonomous Driving Integrates scene prediction and decision reasoning for end-to-end autonomous driving. N/A link N/A
13 Embrace Contacts: humanoid shadowing with full body ground contacts Enables humanoid shadowing with consistent full-body ground contacts. N/A link N/A
14 Distilling for Long-Horizon Prehensile and Non-Prehensile Manipulation Distills policies to handle long-horizon prehensile and non-prehensile tasks. N/A link N/A
15 Constraint-Aware Diffusion Guidance for Robotics: Real-Time Obstacle Avoidance for Autonomous Racing Uses diffusion guidance for real-time obstacle avoidance in racing scenarios. N/A link N/A
16 Learning Impact-Rich Rotational Maneuvers via Centroidal Velocity Rewards and Sim-to-Real Techniques: A One-Leg Hopper Flip Case Study Trains one-leg hopper to flip using impact-rich rewards and sim-to-real techniques. N/A link N/A
17 LodeStar: Long-horizon Dexterity via Synthetic Data Augmentation from Human Demonstrations Enhances dexterity with synthetic data augmentation from human demonstrations. link link N/A
18 Imitation Learning Based on Disentangled Representation Learning of Behavioral Characteristics Applies disentangled representation learning for imitation learning of behaviors. N/A link N/A
19 Motion Priors Reimagined: Adapting Flat-Terrain Skills for Complex Quadruped Mobility Adapts flat-terrain locomotion skills to complex terrains using motion priors. link link link
20 Sequence Modeling for Time-Optimal Quadrotor Trajectory Optimization with Sampling-based Robustness Analysis Applies sequence modeling for fast and robust quadrotor trajectory optimization. N/A link N/A
21 HALO: Human Preference Aligned Offline Reward Learning for Robot Navigation Aligns offline reward learning with human preferences for navigation tasks. N/A link N/A
22 RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models Scales up verification and sampling for VLA models during test-time. link link link
23 Constraint-Preserving Data Generation for One-Shot Visuomotor Policy Generalization Generates constraint-preserving data to improve one-shot visuomotor generalization. N/A link N/A
24 Hand-Eye Autonomous Delivery: Learning Humanoid Navigation, Locomotion and Reaching Trains humanoid robots for navigation and reaching in delivery scenarios. N/A link N/A
25 FLARE: Robot Learning with Implicit World Modeling Implicit world modeling for more efficient and robust robot learning. N/A link N/A
26 From Real World to Logic and Back: Learning Generalizable Relational Concepts For Long Horizon Robot Planning Learns relational concepts that bridge real-world experience with symbolic planning for long-horizon tasks. N/A link N/A
27 NeuralSVCD for Efficient Swept Volume Collision Detection Neural approach to fast swept-volume–based collision detection for motion planning. N/A link N/A
28 MEReQ: Max-Ent Residual-Q Inverse RL for Sample-Efficient Alignment from Intervention Inverse RL method that aligns policies from sparse interventions via max-entropy residual Q-learning. Link link N/A
29 Joint Model-based Model-free Diffusion for Planning with Constraints Combines model-based and model-free diffusion to plan under explicit constraints. N/A link Link
30 DEQ-MPC : Deep Equilibrium Model Predictive Control Uses deep equilibrium networks to solve MPC problems efficiently at inference time. N/A link N/A
31 CUPID: Curating Data your Robot Loves with Influence Functions Applies influence functions to select training data that most benefits robot learning. N/A link N/A
32 Eye, Robot: Learning to Look to Act with a BC-RL Perception-Action Loop Trains perception to support action using a behavior-cloning + RL loop for active visual policies. N/A link N/A
33 Imagine, Verify, Execute: Memory-guided Agentic Exploration with Vision-Language Models Uses VLMs with memory to imagine plans, verify outcomes, and execute tasks agentically. link link N/A
34 Dynamics-Compliant Trajectory Diffusion for Super-Nominal Payload Manipulation Generates manipulation trajectories via diffusion that respect dynamics under heavy payloads. N/A link N/A
35 CoRI: Communication of Robot Intent for Physical Human-Robot Interaction Framework for communicating robot intent to improve safety and fluency in pHRI. N/A link N/A
36 KoopMotion: Learning Almost Divergence Free Koopman Flow Fields for Motion Planning Learns Koopman operator–based flow fields that guide smooth, divergence-free motion plans. N/A link N/A
37 Learning Smooth State-Dependent Traversability from Dense Point Clouds Predicts traversability as a smooth, state-dependent function directly from dense 3D point clouds. N/A link N/A
38 Leveraging Correlation Across Test Platforms for Variance-Reduced Metric Estimation Reduces evaluation variance by exploiting correlations across heterogeneous testbeds. N/A link N/A
39 Agreement Volatility: A Second-Order Metric for Uncertainty Quantification in Surgical Robot Learning Introduces a second-order metric capturing volatility in model agreement to quantify uncertainty. N/A link N/A
40 Sample-Efficient Online Control Policy Learning with Real-Time Recursive Model Updates Online control learning with recursive updates to maintain real-time performance. N/A link N/A
41 Lucid-XR: An Extended-Reality Data Engine for Robotic Manipulation Builds an XR-based engine to synthesize diverse manipulation data at scale. N/A OpenReview N/A
42 CLAMP: Crowdsourcing a LArge-scale in-the-wild haptic dataset with an open-source device for Multimodal robot Perception Collects large-scale in-the-wild haptic data using an open-source crowdsourced device. N/A link N/A
43 Distributed Upload and Active Labeling for Resource-Constrained Fleet Learning Active labeling and distributed upload strategies tailored for fleet learning under bandwidth limits. N/A OpenReview N/A
44 DreamGen: Unlocking Generalization in Robot Learning through Video World Models Uses video world models to improve generalization across robot tasks and environments. N/A link N/A
45 LocoTouch: Learning Dynamic Quadrupedal Transport with Tactile Sensing Incorporates tactile feedback for robust, dynamic quadruped transport behaviors. N/A link N/A
46 TopoCut: Learning Multi-Step Cutting with Spectral Rewards and Discrete Diffusion Policies Solves multi-step cutting via discrete diffusion guided by topology-aware rewards. N/A link N/A
47 WoMAP: World Models For Embodied Open-Vocabulary Object Localization Uses open-vocabulary world models to localize objects for embodied agents. N/A link N/A
48 MirrorDuo: Reflection-Consistent Visuomotor Learning from Mirrored Demonstration Pairs Improves visuomotor learning by enforcing reflection consistency across mirrored demos. N/A OpenReview N/A
49 First Order Model-Based RL through Decoupled Backpropagation Enables efficient model-based RL via a first-order method with decoupled gradients. N/A link N/A
50 CLASS: Contrastive Learning via Action Sequence Supervision for Robot Manipulation Contrastive pretraining supervised by action sequences to enhance manipulation policies. N/A link N/A
51 Articulated Object Estimation in the Wild Estimates articulation and pose of everyday objects from unconstrained, real-world data. N/A link N/A
52 Multimodal Fused Learning for Solving the Generalized Traveling Salesman Problem in Robotic Task Planning Fuses multiple sensing/modalities to solve generalized TSP instances for robot task planning. N/A link N/A
53 Dexplore: Scalable Neural Control for Dexterous Manipulation from Reference Scoped Exploration Unified optimization uses MoCap as soft guidance to scale dexterous manipulation control. N/A link N/A
54 PrioriTouch: Adapting to User Contact Preferences for Whole-Arm Physical Human-Robot Interaction Learns and prioritizes user-specific contact preferences for safer whole-arm pHRI. link link N/A
55 UnPose: Uncertainty-Guided Diffusion Priors for Zero-Shot Pose Estimation Uses diffusion priors with uncertainty to enable model-free, zero-shot 6D pose estimation. N/A link N/A
56 Distilling On-device Language Models for Robot Planning with Minimal Human Intervention Distills compact LMs on-device to plan robot actions with minimal human supervision. N/A link N/A
57 Mechanistic Interpretability for Steering Vision-Language-Action Models Probes and steers VLA internals using mech-int tools to improve safety and control. N/A link N/A
58 FFHFlow: Diverse and Uncertainty-Aware Dexterous Grasp Generation via Flow Variational Inference Generates diverse, uncertainty-aware dexterous grasps using flow-based variational inference. N/A link N/A
59 Tool-as-Interface: Learning Robot Policies from Observing Human Tool Use Transfers tool-use knowledge from human demonstrations to robot visuomotor policies. N/A link N/A
60 DiWA: Diffusion Policy Adaptation with World Models Offline fine-tuning of diffusion policies using a learned world model instead of real interactions. link link N/A
61 Self-supervised Learning Of Visual Pose Estimation Without Pose Labels By Classifying LED States Replaces pose labels with LED-state classification to self-supervise pose estimation. N/A link N/A
62 Diffusion-Guided Multi-Arm Motion Planning Guides multi-arm planning with diffusion priors to handle high-dimensional coordination. N/A link N/A
63 GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering Employs online 3D semantic scene graphs to plan, explore, and answer embodied questions. link link N/A
64 Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering Structured memory (“mind palace”) for long-term EQA with exploration–recall tradeoffs. N/A link N/A
65 Steerable Scene Generation with Post Training and Inference-Time Search Steers generative scene models via post-training objectives and search during inference. N/A link N/A
66 RICL: Adding In-Context Adaptability to Pre-Trained Vision-Language-Action Models Enables in-context task adaptation for pre-trained VLA models without full finetuning. Link link N/A
67 ARCH: Hierarchical Hybrid Learning for Long-Horizon Contact-Rich Robotic Assembly Hierarchical composition of parametric skills plus high-level policy for contact-rich assembly. link link N/A
68 Pointing3D: A Benchmark for 3D Object Referral via Pointing Gestures Benchmark for grounding 3D object references expressed via human pointing gestures. N/A link N/A
69 Merging and Disentangling Views in Visual Reinforcement Learning for Robotic Manipulation Improves manipulation RL by merging/disentangling multi-view representations. N/A link N/A
70 Learning Deployable Locomotion Control via Differentiable Simulation Trains locomotion controllers in differentiable simulation for real-world deployment. N/A link N/A
71 BEHAVIOR Robot Suite: Streamlining Real-World Whole-Body Manipulation for Everyday Household Activities Open robot suite + algorithms for bimanual, mobile whole-body household manipulation. link link link
72 GraspQP: Differentiable Optimization of Force Closure for Diverse and Robust Dexterous Grasping Differentiable force-closure QP yields diverse, stable dexterous grasps and dataset. link link link
73 Adapting by Analogy: OOD Generalization of Visuomotor Policies via Functional Correspondence Improves OOD generalization by mapping task analogies via functional correspondence. N/A link N/A
74 Long Range Navigator (LRN): Extending robot planning horizons beyond metric maps Learns affordance frontiers from vision to plan over horizons far beyond local maps. link link N/A
75 Toward Real-World Cooperative and Competitive Soccer with Quadrupedal Robot Teams Hierarchical MARL for decentralized quadruped robot soccer in real-world settings. N/A link N/A
76 Multi-critic Learning for Whole-body End-effector Twist Tracking Uses multiple critics to improve whole-body control for accurate end-effector twist tracking. N/A link N/A
77 SIREN: Semantic, Initialization-Free Registration of Multi-Robot Gaussian Splatting Maps Registers multi-robot Gaussian splat maps using semantics without requiring initialization. Link link N/A
78 Rapid Mismatch Estimation via Neural Network Informed Variational Inference Estimates model–reality mismatch quickly using VI guided by neural networks. N/A link N/A
79 In-Context Iterative Policy Improvement for Dynamic Manipulation Iteratively improves manipulation policies via in-context updates without full retraining. N/A link N/A
80 Cost-aware Discovery of Contextual Failures using Bayesian Active Learning Finds failure modes with a cost-aware Bayesian active learning strategy. N/A link N/A
81 KDPE: A Kernel Density Estimation Strategy for Diffusion Policy Trajectory Selection Selects better diffusion trajectories via kernel density estimation over candidates. N/A link N/A
82 SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation Benchmarks vision-language models for socially aware navigation scene understanding. N/A link N/A
83 Generating Robot Constitutions & Benchmarks for Semantic Safety Creates rule “constitutions” and benchmarks to evaluate semantic safety in robots. N/A link N/A
84 Few-Shot Neuro-Symbolic Imitation Learning for Long-Horizon Planning and Acting Combines neuro-symbolic reasoning with few-shot imitation for long-horizon tasks. N/A link N/A
85 Capability-Aware Shared Hypernetworks for Flexible Heterogeneous Multi-Robot Coordination Uses shared hypernetworks aware of robot capabilities for heterogeneous team coordination. N/A link N/A
86 AimBot: A Simple Auxiliary Visual Cue to Enhance Spatial Awareness of Visuomotor Policies Adds an auxiliary visual cue to boost spatial awareness in visuomotor policies. N/A link N/A
87 Beyond Constant Parameters: Hyper Prediction Models and HyperMPC Predicts time-varying parameters via hyper models and integrates them into MPC. N/A link N/A
88 FLOWER: Democratizing Generalist Robot Policies with Efficient Vision-Language-Flow Models Builds efficient VLF models to make generalist robot policies more accessible. N/A link N/A
89 Subteaming and Adaptive Formation Control for Coordinated Multi-Robot Navigation Dynamically forms subteams and adapts formations for coordinated navigation. N/A link N/A
90 Force-Modulated Visual Policy for Robot-Assisted Dressing with Arm Motions Integrates force modulation into visual policies for safer robot-assisted dressing. N/A link N/A
91 ComposableNav: Instruction-Following Navigation in Dynamic Environments via Composable Diffusion Composes diffusion skills to follow instructions for navigation in dynamic scenes. N/A link N/A
92 Train-Once Plan-Anywhere Kinodynamic Motion Planning via Diffusion Trees Trains diffusion trees once to enable generalizable kinodynamic motion planning. N/A link N/A
93 ZipMPC: Compressed Context-Dependent MPC Cost via Imitation Learning Learns compact, context-aware MPC cost functions from demonstrations. N/A link N/A
94 EndoVLA: Dual-Phase Vision-Language-Action for Precise Autonomous Tracking in Endoscopy Two-phase VLA framework for accurate autonomous camera tracking in endoscopy. N/A link N/A
95 Morphologically Symmetric Reinforcement Learning for Ambidextrous Bimanual Manipulation Exploits morphological symmetry to learn ambidextrous bimanual manipulation skills. N/A link N/A
96 Robot Operating Home Appliances by Reading User Manuals Extracts procedural knowledge from manuals to operate home appliances autonomously. N/A link N/A
97 CARE: Enhancing Safety of Visual Navigation through Collision Avoidance via Repulsive Estimation Improves navigation safety with a repulsive-estimation collision avoidance module. N/A link N/A
98 MimicFunc: Imitating Tool Manipulation from a Single Human Video via Functional Correspondence Imitates tool-use from a single video by aligning functional correspondences. N/A link N/A
99 CogniPlan: Uncertainty-Guided Path Planning with Conditional Generative Layout Prediction Predicts environment layouts conditionally and plans paths with uncertainty guidance. Link link N/A
100 Fast Flow-based Visuomotor Policies via Conditional Optimal Transport Couplings Trains fast visuomotor policies using conditional optimal transport–based flow couplings. N/A link N/A
101 Enabling Long(er) Horizon Imitation for Manipulation Tasks by Modeling Subgoal Transitions Improves long-horizon imitation by explicitly modeling transitions between subgoals. N/A link N/A
102 Search-TTA: A Multi-Modal Test-Time Adaptation Framework for Visual Search in the Wild Performs multi-modal test-time adaptation to robustify visual search in-the-wild. N/A link N/A
103 Mastering Multi-Drone Volleyball through Hierarchical Co-Self-Play Reinforcement Learning Hierarchical co-self-play enables coordinated multi-drone volleyball behaviors. N/A link N/A
104 Wheeled Lab: Modern Sim2Real for Low-cost, Open-source Wheeled Robotics Low-cost open-source wheeled robotics platform with strong sim-to-real pipeline. N/A link N/A
105 DexVLA: Vision-Language Model with Plug-In Diffusion Expert for General Robot Control VLM enhanced with a plug-in diffusion expert for general-purpose robot control. Link link Link
106 From Space to Time: Enabling Adaptive Safety with Learned Value Functions via Disturbance Recasting Recasts disturbances and learns value functions to adapt safety constraints over time. N/A link N/A
107 Mobi-: Mobilizing Your Robot Learning Policy Framework/tools to package and deploy learned robot policies across platforms (“mobilize”). Link link Link
108 Generative Visual Foresight Meets Task-Agnostic Pose Estimation in Robotic Table-top Manipulation Combines visual foresight with task-agnostic pose estimation for table-top tasks. N/A link N/A
109 Diffusion Dynamics Models with Generative State Estimation for Cloth Manipulation Diffusion-based dynamics and generative state estimation for deformable cloth manipulation. N/A link N/A
110 Contrastive Forward Prediction Reinforcement Learning for Adaptive Fault-Tolerant Legged Robots Contrastive forward prediction enables adaptive, fault-tolerant legged locomotion. N/A link N/A
111 Action-Free Reasoning for Policy Generalization Encourages high-level reasoning without action supervision to improve generalization. Link link N/A
112 Learn from What We HAVE: History-Aware VErifier that Reasons about Past Interactions Online Online verifier leverages historical interactions to prevent policy failures. N/A link N/A
113 KineDex: Learning Tactile-Informed Visuomotor Policies via Kinesthetic Teaching for Dexterous Manipulation Kinesthetic teaching with tactile cues to train dexterous visuomotor policies. N/A link N/A
114 FlashBack: Consistency Model-Accelerated Shared Autonomy Uses consistency models to accelerate and stabilize shared autonomy. N/A link N/A
115 Granular loco-manipulation: Repositioning rocks through strategic sand avalanche Manipulates granular media to reposition rocks via controlled sand avalanches. N/A link N/A
116 D-CODA: Diffusion for Coordinated Dual-Arm Data Augmentation Generates coordinated bimanual data via diffusion for dual-arm manipulation learning. N/A link N/A
117 JaxRobotarium: Training and Deploying Multi-Robot Policies in 10 Minutes JAX-based framework for rapid training/deployment of multi-robot policies. N/A link N/A
118 Uncertainty-aware Latent Safety Filters for Avoiding Out-of-Distribution Failures Latent-space safety filters with uncertainty estimates to avoid OOD failures. N/A link N/A
119 ATK: Automatic Task-driven Keypoint Selection for Robust Policy Learning Selects task-relevant keypoints automatically to improve policy robustness. N/A link N/A
120 ManipBench: Benchmarking Vision-Language Models for Low-Level Robot Manipulation Benchmark to test VLMs on low-level manipulation perception and control tasks. N/A link N/A
121 IRIS: An Immersive Robot Interaction System Immersive system for interacting with robots using mixed/extended reality interfaces. N/A link N/A
122 ActLoc: Learning to Localize on the Move via Active Viewpoint Selection Actively selects viewpoints to maintain localization accuracy while moving. N/A link N/A
123 AnyPlace: Learning Generalizable Object Placement for Robot Manipulation Learns placement policies that generalize across objects and contexts. Link link Link
124 AutoEval: Autonomous Evaluation of Generalist Robot Manipulation Policies in the Real World Automates real-world evaluation of generalist manipulation policies with minimal setup. Link link Link
125 Poke and Strike: Learning Task-Informed Exploration Policies Designs exploration policies that “poke & strike” based on task-informed signals. N/A link N/A
126 Ensuring Force Safety in Vision-Guided Robotic Manipulation via Implicit Tactile Calibration Improves force safety in vision-guided manipulation by implicitly calibrating tactile responses. N/A link N/A
127 Off Policy Lyapunov Stability in Reinforcement Learning Analyzes and enforces Lyapunov stability guarantees for off-policy RL controllers. N/A link N/A
128 ReCoDe: Reinforcement Learning-based Dynamic Constraint Design for Multi-Agent Coordination Learns task-dependent constraints to coordinate multiple agents more effectively. N/A link N/A
129 Human-like Navigation in a World Built for Humans Plans and navigates using priors that emulate human motion patterns and preferences. N/A link N/A
130 Efficient Evaluation of Multi-Task Robot Policies With Active Experiment Selection Actively selects informative trials to evaluate multi-task policies with fewer experiments. N/A link N/A
131 Fail2Progress: Learning from Real-World Robot Failures with Stein Variational Inference Uses SVGD to turn failure experiences into policy improvements from real robot runs. Link link N/A
132 ControlVLA: Few-shot Object-centric Adaptation for Pre-trained Vision-Language-Action Models Adapts pretrained VLA models to new objects/tasks with few-shot object-centric tuning. N/A link N/A
133 SafeBimanual: Diffusion-based trajectory optimization for safe bimanual manipulation Optimizes bimanual trajectories with diffusion priors while enforcing safety constraints. N/A link N/A
134 Junction State Estimation for Efficient Exploration in Reinforcement Learning Detects “junction” states to guide exploration and reduce sample complexity in RL. N/A link N/A
135 QuaDreamer: Controllable Panoramic Video Generation for Quadruped Robots Generates controllable panoramic videos to train and evaluate quadruped perception stacks. N/A link N/A
136 COMBO-Grasp: Learning Constraint-Based Manipulation for Bimanual Occluded Grasping Learned constraint-based policies for robust bimanual grasping under occlusion. N/A link N/A
137 D-Cubed: Latent Diffusion Trajectory Optimisation for Dexterous Deformable Manipulation Optimizes dexterous trajectories for deformables using latent diffusion models. Link link N/A
138 Long-VLA: Unleashing Long-Horizon Capability of Vision Language Action Model for Robot Manipulation Extends VLA planning capabilities to long-horizon manipulation tasks. Link link N/A
139 ImLPR: Image-based LiDAR Place Recognition using Vision Foundation Models Leverages VFM features for robust image-based LiDAR place recognition. N/A link N/A
140 MoTo: A Zero-shot Plug-in Interaction-aware Navigation for General Mobile Manipulation Zero-shot, plugin-based navigation that accounts for interactions in mobile manipulation. N/A link N/A
141 RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models through Closed-Loop Reinforcement Learning Combines LLM reasoning with closed-loop RL for embodied robotic tasks. N/A link N/A
142 GraspVLA: a Grasping Foundation Model Pre-trained on Billion-scale Synthetic Action Data Pretrains a grasping foundation model on large-scale synthetic action sequences. Link link Link
143 Learning from 10 Demos: Generalisable and Sample-Efficient Policy Learning with Oriented Affordance Frames Achieves generalization from ~10 demos using oriented affordance-frame supervision. N/A link N/A
144 Learning Long-Context Diffusion Policies via Past-Token Prediction Trains diffusion policies to leverage long past-context using next/past-token prediction. Link link N/A
145 Gen2Act: Human Video Generation in Novel Scenarios enables Generalizable Robot Manipulation Generates diverse human videos in novel scenes to bootstrap generalizable manipulation. Link link N/A
146 Articulate AnyMesh: Open-vocabulary 3D Articulated Objects Modeling Models open-vocabulary articulated objects by inferring meshes and kinematic structure. N/A link N/A
147 Phantom: Training Robots Without Robots Using Only Human Videos Trains robot policies purely from human videos without robot data collection. Link link Link
148 Residual Neural Terminal Constraint for MPC-based Collision Avoidance in Dynamic Environments Adds a learned residual terminal constraint to MPC for safer collision avoidance. N/A link N/A
149 Hold My Beer: Learning Gentle Humanoid Locomotion and End-Effector Stabilization Control Trains humanoids for soft-contact locomotion with stabilized end-effector control. N/A link N/A
150 TReF-6: Inferring Task-Relevant Frames from a Single Demonstration for One-Shot Skill Generalization Infers task-relevant frames from a single demo to enable one-shot skill generalization. N/A link N/A
151 UniTac2Pose: A Unified Approach Learned in Simulation for Category-level Visuotactile In-hand Pose Estimation Unifies visual+tactile cues in sim to estimate in-hand pose at the category level. N/A link N/A
152 Bipedal Balance Control with Whole-body Musculoskeletal Standing and Falling Simulations Uses musculoskeletal simulations of standing/falling to learn robust biped balance control. N/A link N/A
153 Do LLM Modules Generalize? A Study on Motion Generation for Autonomous Driving Evaluates whether LLM-based modules generalize to unseen driving motion generation tasks. N/A link N/A
154 AgentWorld: An Interactive Simulation Platform for Scene Construction and Mobile Robotic Manipulation Interactive platform for constructing scenes and training mobile manipulation policies. N/A link N/A
155 FastUMI: A Scalable and Hardware-Independent Universal Manipulation Interface with Dataset Hardware-agnostic manipulation interface with a large supporting dataset for scaling. link link link
156 Towards Generalizable Safety in Crowd Navigation via Conformal Uncertainty Handling Applies conformal uncertainty methods to ensure safety during crowd navigation. N/A link link
157 Reflective Planning: Vision-Language Models for Multi-Stage Long-Horizon Robotic Manipulation Uses VLMs with reflection to plan multi-stage long-horizon manipulation sequences. link link link
158 Unsupervised Skill Discovery as Exploration for Learning Agile Locomotion Discovers diverse skills for locomotion, turning exploration into agile behaviors. N/A link N/A
159 HyperTASR: Hypernetwork-Driven Task-Aware Scene Representations for Robust Manipulation Hypernetworks generate task-aware scene embeddings to improve manipulation robustness. N/A link N/A
160 GENNAV: Polygon Mask Generation for Generalized Referring Navigable Regions Generates polygon masks for referred navigable regions to guide embodied navigation. link link N/A
161 PicoPose: Progressive Pixel-to-Pixel Correspondence Learning for Novel Object Pose Estimation Learns dense correspondences progressively to estimate 6D poses of novel objects. N/A link N/A
162 CHD: Coupled Hierarchical Diffusion for Long-Horizon Tasks Couples hierarchical policies with diffusion for scalable long-horizon task planning. N/A link N/A
163 BEVCalib: LiDAR-Camera Calibration via Geometry-Guided Bird’s-Eye View Representation Performs LiDAR–camera calibration using geometry cues in BEV space without markers. link link link
164 Latent Adaptive Planner for Dynamic Manipulation Plans dynamic manipulations by adapting in a learned latent space of strategies. N/A link N/A
165 SLAC: Simulation-Pretrained Latent Action Space for Whole-Body Real-World RL Pretrains a latent action space in sim to accelerate whole-body RL on hardware. link link link
166 Neural Robot Dynamics Learns differentiable robot dynamics models that capture complex contact effects. link link link
167 GC-VLN: Instruction as Graph Constraints for Training-free Vision-and-Language Navigation Turns instructions into graph constraints to enable training-free VLN execution. N/A link N/A
168 Constrained Style Learning from Imperfect Demonstrations under Task Optimality Extracts task-consistent style from noisy demos while enforcing optimality constraints. N/A link N/A
169 TypeTele: Releasing Dexterity in Teleoperation by Dexterous Manipulation Types Teleop framework decomposed by manipulation “types” to increase dexterous capability. link link N/A
170 VT-Refine: Learning Bimanual Assembly with Visuo-Tactile Feedback via Simulation Fine-Tuning Combines vision+tactile feedback with sim-finetuning for precise bimanual assembly. N/A link N/A
171 Adapt3R: Adaptive 3D Scene Representation for Domain Transfer in Imitation Learning Adapts 3D scene representations to new domains to improve imitation policy transfer. N/A link N/A
172 FOMO-3D: Using Vision Foundation Models for Long-Tailed 3D Object Detection Leverages VFM priors to handle long-tailed distributions in 3D detection tasks. N/A link N/A
173 Extracting Visual Plans from Unlabeled Videos via Symbolic Guidance Induces symbolic plans from unlabeled videos and converts them to robot-executable steps. N/A link N/A
174 Self-supervised perception for tactile skin covered dexterous hands Self-supervised learning for perception on dexterous hands covered with tactile skin. N/A link N/A
175 Predictive Red Teaming: Breaking Policies Without Breaking Robots “Red teams” robot policies in simulation to expose failures before real-world deployment. link link N/A
176 Learning Long-Horizon Robot Manipulation Skills via Privileged Action Uses privileged action signals during training to acquire long-horizon manipulation skills. N/A link N/A
177 Towards Embodiment Scaling Laws in Robot Locomotion Empirical study of how embodiment and data scale affect locomotion policy performance. N/A link N/A
178 O$^3$Afford: One-Shot 3D Object-to-Object Affordance Grounding for Generalizable Robotic Manipulation One-shot affordance grounding between novel 3D objects to generalize manipulation skills. N/A link N/A
179 Estimating Value of Assistance for Online POMDP Robotic Agents Quantifies assistance value online to decide when human help benefits a POMDP agent. N/A link N/A
180 Shortcut Learning in Generalist Robot Policies: The Role of Dataset Diversity and Fragmentation Analyzes shortcut biases and how dataset diversity/fragmentation impact generalist policies. N/A link N/A
181 SDS – See it, Do it, Sorted: Quadruped Skill Synthesis from Single Video Demonstration Derives quadruped skills from a single video demo using perception-to-action synthesis. link link link
182 TrackVLA: Embodied Visual Tracking in the Wild Embeds tracking into VLA frameworks for robust in-the-wild target following. link link link
183 GLOVER++: Unleashing the Potential of Affordance Learning from Human Behaviors for Robotic Manipulation Leverages human behavior data to improve affordance learning for manipulation tasks. N/A link N/A
184 LaDi-WM: A Latent Diffusion-Based World Model for Predictive Manipulation Uses latent diffusion world models to predict future states for manipulation planning. N/A link N/A
185 ManiFlow: A General Robot Manipulation Policy via Consistency Flow Training Trains a general manipulation policy using consistency-based flow training objectives. link link N/A
186 Robot Learning from Any Images Bootstraps visuomotor skills from broad internet-scale images via clever supervision. N/A link N/A
187 Deep Reactive Policy: Learning Reactive Manipulator Motion Planning for Dynamic Environments End-to-end learned reactive planner for manipulators operating in dynamic scenes. link link N/A
188 CASPER: Inferring Diverse Intents for Assistive Teleoperation with Vision Language Models Infers user intent distributions via VLMs to assist teleoperation effectively. N/A link N/A
189 UniSkill: Imitating Human Videos via Cross-Embodiment Skill Representations Transfers skills from human videos to robots using cross-embodiment representations. link link link
190 ParticleFormer: A 3D Point Cloud World Model for Multi-Object, Multi-Material Robotic Manipulation Particle-based world model on point clouds to handle multi-object, multi-material dynamics. N/A link N/A
191 Crossing the Human-Robot Embodiment Gap with Sim-to-Real RL using One Human Demonstration Bridges human-to-robot embodiment gap via sim-to-real RL seeded by one human demo. N/A link link
192 One Demo is Worth a Thousand Trajectories: Action-View Augmentation for Visuomotor Policies Action-view augmentation from a single demo to train robust visuomotor policies. N/A link N/A
193 VLM-AD: End-to-End Autonomous Driving through Vision-Language Model Supervision Supervises end-to-end driving policies using high-level VLM reasoning signals. N/A link N/A
194 LLM-Guided Probabilistic Program Induction for POMDP Model Estimation Uses LLMs to induce probabilistic programs that estimate POMDP dynamics/observations. N/A link N/A
195 Vision in Action: Learning Active Perception from Human Demonstrations Learns active perception strategies from human demos for better task performance. link link link
196 Point Policy: Unifying Observations and Actions with Key Points for Robot Manipulation Represents both observations and actions as keypoints to simplify manipulation learning. link link link
197 From Tabula Rasa to Emergent Abilities: Discovering Robot Skills via Real-World Unsupervised Quality-Diversity Discovers diverse real-world skills via unsupervised quality-diversity search. N/A link N/A
198 Robust Dexterous Grasping of General Objects Designs policies for robust dexterous grasping across varied, previously unseen objects. link link link
199 Sim-to-Real Reinforcement Learning for Vision-Based Dexterous Manipulation on Humanoids Transfers vision-based dexterous manipulation skills onto humanoid platforms via RL. link link N/A
200 Humanoid Policy ~ Human Policy Explores alignment between humanoid robot policies and human-like control strategies. link link link
201 ToddlerBot: Open-Source ML-Compatible Humanoid Platform for Loco-Manipulation Open-source humanoid platform designed for learning-based loco-manipulation research. link link link
202 TWIST: Teleoperated Whole-Body Imitation System Teleoperation framework enabling full-body imitation to collect rich humanoid data. link link link
203 exUMI: Extensible Robot Teaching System with Action-aware Task-agnostic Tactile Representation Extensible teaching system that learns task-agnostic tactile reps aware of action context. N/A link N/A
204 OPAL: Visibility-aware LiDAR-to-OpenStreetMap Place Recognition via Adaptive Radial Fusion Performs LiDAR↔OSM place recognition using visibility-aware, radial fusion in BEV. N/A link N/A
205 CDP: Towards Robust Autoregressive Visuomotor Policy Learning via Causal Diffusion Introduces causal diffusion to stabilize autoregressive visuomotor policy learning. N/A link N/A
206 Robot Trains Robot: Automatic Real-World Policy Adaptation and Learning for Humanoids Humanoids auto-adapt policies in the real world via self-training and evaluation loops. N/A link N/A
207 See, Point, Fly: A Learning-Free VLM Framework for Universal Unmanned Aerial Navigation Learning-free VLM pipeline that parses language/vision prompts for UAV navigation targets. link link link
208 LaVA-Man: Learning Visual Action Representations for Robot Manipulation Learns visual action embeddings to improve generalization in robot manipulation. N/A link N/A
209 3DS-VLA: A 3D Spatial-Aware Vision Language Action Model for Robust Multi-Task Manipulation VLA model with explicit 3D spatial awareness for robust, multi-task manipulation. N/A link N/A
210 Uncertainty-aware Accurate Elevation Modeling for Off-road Navigation via Neural Processes Neural processes produce uncertainty-aware elevation maps for safer off-road planning. N/A link N/A
211 Generalist Robot Manipulation beyond Action Labeled Data Trains generalist manipulation policies without relying on explicit action labels. link link link
212 BranchOut: Capturing Realistic Multimodality in Autonomous Driving Decisions Models branching, multimodal futures to better capture diverse driving decisions. N/A link N/A
213 Co-Design of Soft Gripper with Neural Physics Jointly optimizes soft gripper design and control with differentiable neural physics. link link link
214 Elucidating the Design Space of Torque-aware Vision-Language-Action Models Systematic study of torque-aware VLA design choices for manipulation performance. N/A link N/A
215 RoboChemist: Long-Horizon and Safety-Compliant Robotic Chemical Experimentation Automates long-horizon chemical experiments with explicit safety constraints. N/A link N/A
216 COLLAGE: Adaptive Fusion-based Retrieval for Augmented Policy Learning Retrieves and fuses relevant experience adaptively to augment policy learning. link link link
217 GraspMolmo: Generalizable Task-Oriented Grasping via Large-Scale Synthetic Data Generation Generates large-scale synthetic data to train task-oriented grasping policies. link link link
218 Motion Blender Gaussian Splatting for Dynamic Reconstruction Combines motion blending with Gaussian splats to reconstruct dynamic scenes. N/A link N/A
219 Improving Efficiency of Sampling-based Motion Planning via Message-Passing Monte Carlo Message-passing Monte Carlo reduces variance and improves sampling-based planning efficiency. N/A link N/A
220 CaRL: Learning Scalable Planning Policies with Simple Rewards Scales planning policies using simple reward structures with strong generalization. N/A link N/A
221 Pseudo-Simulation for Autonomous Driving Uses pseudo-simulated data to train and evaluate driving policies more efficiently. N/A link link

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✨ 200+ robotics papers from CoRL 2025, with TLDRs, project pages, code, and more

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