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- A Library for Advanced Deep Time Series Models for General Time Series Analysis.
depyf
Public- Thinking with Videos from Open-Source Priors. We reproduce chain-of-frames visual reasoning by fine-tuning open-source video models. Give it a star 🌟 if you find it useful.
- 2024 up-to-date list of DATASETS, CODEBASES and PAPERS on Multi-Task Learning (MTL), from Machine Learning perspective.
TrajWorld
PublicOfficial repository for "Trajectory World Models for Heterogeneous Environments" (ICML 2025), https://arxiv.org/abs/2502.01366- Official repository for "RLVR-World: Training World Models with Reinforcement Learning" (NeurIPS 2025), https://arxiv.org/abs/2505.13934
iVideoGPT
PublicOfficial repository for "iVideoGPT: Interactive VideoGPTs are Scalable World Models" (NeurIPS 2024), https://arxiv.org/abs/2405.15223- About model release for "Sundial: A Family of Highly Capable Time Series Foundation Models" (ICML 2025 Oral)
- About code release of "Transolver: A Fast Transformer Solver for PDEs on General Geometries", ICML 2024 Spotlight. https://arxiv.org/abs/2402.02366
- Official code, datasets and checkpoints for "Timer: Generative Pre-trained Transformers Are Large Time Series Models" (ICML 2024) and subsequent works
- Official implementation for "AutoTimes: Autoregressive Time Series Forecasters via Large Language Models"
- Implementations, Pre-training Code and Datasets of Large Time-Series Models
Timer-XL
PublicAbout model release for "Timer-XL: Long-Context Transformers for Unified Time Series Forecasting"iTransformer
PublicOfficial implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight)ProPINN
PublicOfficial repository for "ProPINN: Demystifying Propagation Failures in Physics-Informed Neural Networks", https://arxiv.org/abs/2502.00803RoPINN
PublicAbout Code release for “RoPINN: Region Optimized Physics-Informed Neural Networks” (NeurIPS 2024), https://arxiv.org/abs/2405.14369- About Code release for "Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models" (ICLR 2025)
Neural-Solver-Library
PublicA Library for Advanced Neural PDE Solvers.TATO
PublicCompilerDream
PublicOfficial repository for "CompilerDream: Learning a Compiler World Model for General Code Optimization" (KDD 2025), https://arxiv.org/abs/2404.16077DomainGuidance
PublicLatent-Spectral-Models
PublicAbout Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664- Code release for "Long-Sequence Recommendation Models Need Decoupled Embeddings" (ICLR 2025), https://arxiv.org/abs/2410.02604
Autoformer
PublicAbout Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008Corrformer
PublicAbout code release of "Interpretable Weather Forecasting for Worldwide Stations with a Unified Deep Model", Nature Machine Intelligence, 2023. https://www.nature.com/articles/s42256-023-00667-9TimeXer
Public- About Code release for “DeepLag: Discovering Deep Lagrangian Dynamics for Intuitive Fluid Prediction” (NeurIPS 2024), https://arxiv.org/abs/2402.02425