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Merge pull request #608 from WenjieDu/dev
Release v0.11
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‎README.md‎

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@@ -120,15 +120,15 @@ The paper references and links are all listed at the bottom of this file.
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| **Type** | **Algo** | **IMPU** | **FORE** | **CLAS** | **CLUS** | **ANOD** | **Year - Venue** |
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|:--------------|:---------------------------------------------------------------------------------------------------------------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:---------------------------------------------------|
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| LLM&TSFM | <a href="https://time-series.ai"><img src="https://time-series.ai/static/figs/robot.svg" width="26px"> Time-Series.AI</a> [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | <a href="https://time-series.ai">Join waitlist</a> |
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| LLM | Time-LLM[^45] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | TEFN🧑‍🔧[^39] | ✅ | | | | | `2024 - arXiv` |
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| Neural Net | FITS🧑‍🔧[^41] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | TimeMixer[^37] | ✅ | | | | | `2024 - ICLR` |
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| LLM | Time-LLM🧑‍🔧[^45] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | TEFN🧑‍🔧[^39] | ✅ | ✅ | | | | `2024 - arXiv` |
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| Neural Net | FITS🧑‍🔧[^41] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | TimeMixer[^37] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | ModernTCN[^38] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` |
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| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` |
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| LLM | GPT4TS[^46] | ✅ | | | | | `2023 - NeurIPS` |
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| LLM | GPT4TS[^46] | ✅ | ✅ | | | | `2023 - NeurIPS` |
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| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` |
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| Neural Net | Koopa🧑‍🔧[^29] | ✅ | | | | | `2023 - NeurIPS` |
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| Neural Net | Crossformer🧑‍🔧[^16] | ✅ | | | | | `2023 - ICLR` |
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| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` |
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| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` |
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| Neural Net | TCN🧑‍🔧[^35] | ✅ | | | | | `2018 - arXiv` |
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| Neural Net | Transformer🧑‍🔧[^2] | ✅ | | | | | `2017 - NeurIPS` |
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| Neural Net | Transformer🧑‍🔧[^2] | ✅ | ✅ | | | | `2017 - NeurIPS` |
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| MF | TRMF[^44] | ✅ | | | | | `2016 - NeurIPS` |
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| Naive | Lerp[^40] | ✅ | | | | | |
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| Naive | LOCF/NOCB | ✅ | | | | | |

‎README_zh.md‎

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@@ -105,15 +105,15 @@ PyPOTS当前支持多变量POTS数据的插补, 预测, 分类, 聚类以及异
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| **类型** | **算法** | **插补** | **预测** | **分类** | **聚类** | **异常检测** | **年份 - 刊物** |
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|:--------------|:---------------------------------------------------------------------------------------------------------------------------------|:------:|:------:|:------:|:------:|:--------:|:---------------------------------------------------|
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| LLM&TSFM | <a href="https://time-series.ai"><img src="https://time-series.ai/static/figs/robot.svg" width="26px"> Time-Series.AI</a> [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | <a href="https://time-series.ai">Join waitlist</a> |
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| LLM | Time-LLM[^45] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | TEFN🧑‍🔧[^39] | ✅ | | | | | `2024 - arXiv` |
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| Neural Net | FITS🧑‍🔧[^41] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | TimeMixer[^37] | ✅ | | | | | `2024 - ICLR` |
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| LLM | Time-LLM🧑‍🔧[^45] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | TEFN🧑‍🔧[^39] | ✅ | ✅ | | | | `2024 - arXiv` |
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| Neural Net | FITS🧑‍🔧[^41] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | TimeMixer[^37] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | ModernTCN[^38] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` |
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| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` |
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| LLM | GPT4TS[^46] | ✅ | | | | | `2023 - NeurIPS` |
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| LLM | GPT4TS[^46] | ✅ | ✅ | | | | `2023 - NeurIPS` |
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| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` |
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| Neural Net | Koopa🧑‍🔧[^29] | ✅ | | | | | `2023 - NeurIPS` |
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| Neural Net | Crossformer🧑‍🔧[^16] | ✅ | | | | | `2023 - ICLR` |
@@ -146,7 +146,7 @@ PyPOTS当前支持多变量POTS数据的插补, 预测, 分类, 聚类以及异
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| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` |
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| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` |
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| Neural Net | TCN🧑‍🔧[^35] | ✅ | | | | | `2018 - arXiv` |
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| Neural Net | Transformer🧑‍🔧[^2] | ✅ | | | | | `2017 - NeurIPS` |
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| Neural Net | Transformer🧑‍🔧[^2] | ✅ | ✅ | | | | `2017 - NeurIPS` |
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| MF | TRMF[^44] | ✅ | | | | | `2016 - NeurIPS` |
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| Naive | Lerp[^40] | ✅ | | | | | |
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| Naive | LOCF/NOCB | ✅ | | | | | |

‎docs/index.rst‎

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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Type | Algorithm | IMPU | FORE | CLAS | CLUS | ANOD | Year - Venue |
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+================+===========================================================+======+======+======+======+======+=======================+
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| LLM | Time-LLM :cite:`jin2024timellm` | ✅ | | | | | ``2024 - ICLR`` |
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| LLM | Time-LLM🧑‍🔧 :cite:`jin2024timellm` | ✅ | ✅ | | | | ``2024 - ICLR`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | TEFN🧑‍🔧 :cite:`zhan2024tefn` | ✅ | | | | | ``2024 - arXiv`` |
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| Neural Net | TEFN🧑‍🔧 :cite:`zhan2024tefn` | ✅ | ✅ | | | | ``2024 - arXiv`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | FITS🧑‍🔧 :cite:`xu2024fits` | ✅ | | | | | ``2024 - ICLR`` |
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| Neural Net | FITS🧑‍🔧 :cite:`xu2024fits` | ✅ | ✅ | | | | ``2024 - ICLR`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | TimeMixer :cite:`wang2024timemixer` | ✅ | | | | | ``2024 - ICLR`` |
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| Neural Net | TimeMixer :cite:`wang2024timemixer` | ✅ | ✅ | | | | ``2024 - ICLR`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | iTransformer🧑‍🔧 :cite:`liu2024itransformer` | ✅ | | | | | ``2024 - ICLR`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
@@ -147,7 +147,7 @@ The paper references are all listed at the bottom of this readme file.
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | SAITS :cite:`du2023SAITS` | ✅ | | | | | ``2023 - ESWA`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| LLM | GPT4TS :cite:`zhou2024gpt4ts` | ✅ | | | | | ``2023 - NeurIPS`` |
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| LLM | GPT4TS :cite:`zhou2023gpt4ts` | ✅ | ✅ | | | | ``2023 - NeurIPS`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | FreTS🧑‍🔧 :cite:`yi2023frets` | ✅ | | | | | ``2023 - NeurIPS`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
@@ -213,7 +213,7 @@ The paper references are all listed at the bottom of this readme file.
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | TCN🧑‍🔧 :cite:`bai2018tcn` | ✅ | | | | | ``2018 - arXiv`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| Neural Net | Transformer🧑‍🔧 :cite:`vaswani2017Transformer` | ✅ | | | | | ``2017 - NeurIPS`` |
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| Neural Net | Transformer🧑‍🔧 :cite:`vaswani2017Transformer` | ✅ | ✅ | | | | ``2017 - NeurIPS`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+
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| MF | TRMF :cite:`yu2016trmf` | ✅ | | | | | ``2016 - NeurIPS`` |
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+----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+

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