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1. tsinghua-fib-lab/DiskNet tsinghua-fib-lab/DiskNet Public

   KDD2024: "Predicting Long-term Dynamics of Complex Networks via Identifying Skeleton in Hyperbolic Space"

   Python 24 5

2. tsinghua-fib-lab/MDPNet tsinghua-fib-lab/MDPNet Public

   KDD 2025: "Predicting the Dynamics of Complex Systems via Multiscale Diffusion Autoencoder"

   Python 18 3

3. tsinghua-fib-lab/PESLA tsinghua-fib-lab/PESLA Public

   ICLR'25: ”Predicting the Energy Landscape of Stochastic Dynamical Systems via Physics-informed Self-supervised Learning“

   Python 8

4. tsinghua-fib-lab/WeightFlow tsinghua-fib-lab/WeightFlow Public

   AAAI'26 Oral: "WeightFlow: Learning Stochastic Dynamics via Evolving Weight of Neural Network"

   Jupyter Notebook 6

5. tsinghua-fib-lab/SparseDiff tsinghua-fib-lab/SparseDiff Public

   NeurIPS'25 Sparse Diffusion Autoencoder for Test-time Adapting Prediction of Spatiotemporal Dynamics

   Python 4

6. tsinghua-fib-lab/SlowFastSeparation tsinghua-fib-lab/SlowFastSeparation Public

   KDD'23: "Learning Slow and Fast System Dynamics via Automatic Separation of Time Scales"

   Python 2