Liu, Chuan

6 publications

ICML 2025 An Expressive and Self-Adaptive Dynamical System for Efficient Function Learning Chuan Liu, Chunshu Wu, Ruibing Song, Ang Li, Ying Nian Wu, Tong Geng

ICLR 2025 DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models Ruibing Song, Chuan Liu, Chunshu Wu, Ang Li, Dongfang Liu, Ying Nian Wu, Tong Geng

ICLR 2025 Diff-PIC: Revolutionizing Particle-in-Cell Nuclear Fusion Simulation with Diffusion Models Chuan Liu, Chunshu Wu, Shihui Cao, Mingkai Chen, James Chenhao Liang, Ang Li, Michael Huang, Chuang Ren, Ying Nian Wu, Dongfang Liu, Tong Geng

ICLR 2025 InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing Within Dynamical Systems Chuan Liu, Ruibing Song, Chunshu Wu, Pouya Haghi, Tong Geng

LoG 2025 NP-NDS: A Nature-Powered Nonlinear Dynamical System for Power Grid Forecasting Chunshu Wu, Ruibing Song, Chuan Liu, Yuqing Wang, Yousu Chen, Ang Li, Dongfang Liu, Ying Nian Wu, Michael Huang, Tong Geng

ICLR 2024 Extending Power of Nature from Binary to Real-Valued Graph Learning in Real World Chunshu Wu, Ruibing Song, Chuan Liu, Yunan Yang, Ang Li, Michael Huang, Tong Geng