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Code repository for Root Purge and post-train Rank Reduction from the paper: "Characteristic Root Analysis and Regularization for Linear Time Series Forecasting" (ICLR 2026).
A novel Dynamic Multi-Scale Coordination Framework for time series forecasting.
Code for reproducing the paper "GenCP: Towards Generative Modeling Paradigm of Coupled physics" (ICLR 2026: https://arxiv.org/abs/2601.19541).
Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods
This is a curated list for Information Bottleneck Principle, in memory of Professor Naftali Tishby.
LLM based Literature Search Agent. 一个面向研究者的文献发现工具,支持用自然语言发起检索、自动迭代查询、扩展候选论文、排序结果并导出可复核的文献列表。
A PyTorch library for implementing flow matching algorithms, featuring continuous and discrete flow matching implementations. It includes practical examples for both text and image modalities.
ME 697 - Advanced Scientific Machine Learning
A book about machine learning, statistics, and data mining for heliophysics
A lecture note for understanding deep learning
Codex-native Academic Research Skills suite for human-in-the-loop academic research workflows
A curated list of practical Codex skills for automating workflows across the Codex CLI and API.
Python codes for ionosphere/thermosphere model analysis
Links to works on deep learning algorithms for physics problems, TUM-I15 and beyond
Lime: Explaining the predictions of any machine learning classifier
The first open-source repository for Scientific Machine Learning (PINNs, PIELM, RFM, Neural Operators) via Vibe Coding. JAX-GPU implementations with Chinese tutorials. 首个采用 Vibe Coding 进行科学机器学习研究的开…