| 2026 | ISCA | DS-ISA: Instruction Set Architecture for Dynamical System Units. | Chunshu Wu, Ruibing Song, Chuan Liu, Tong Geng, Ang Li |
| 2025 | ASPDAC | Nature-GL: A Revolutionary Learning Paradigm Unleashing Nature's Power in Real-World Spatial-Temporal Graph Learning. | Chuan Liu, Chunshu Wu, Ruibing Song, Yousu Chen, Ang Li, Michael C. Huang, Tony Tong Geng |
| 2025 | DAC | DM-Tune: Quantizing Diffusion Models with Mixture-of-Gaussian Guided Noise Tuning. | Pouya Haghi, Ali Falahati, Zahra Azad, Chunshu Wu, Ruibing Song, Chuan Liu, Ang Li, Tong Geng |
| 2025 | ICLR | InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems. | Chuan Liu, Ruibing Song, Chunshu Wu, Pouya Haghi, Tong Geng |
| 2025 | ICLR | 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 |
| 2025 | ICML | An Expressive and Self-Adaptive Dynamical System for Efficient Function Learning. | Chuan Liu, Chunshu Wu, Ruibing Song, Ang Li, Ying Nian Wu, Tong Geng |
| 2025 | ISCA | DS-TPU: Dynamical System for on-Device Lifelong Graph Learning with Nonlinear Node Interaction. | Chunshu Wu, Ruibing Song, Chuan Liu, Pouya Haghi, Ang Li, Michael Huang, Tony Tong Geng |
| 2025 | MICRO | DS-TIDE: Harnessing Dynamical Systems for Efficient Time-Independent Differential Equation Solving. | Chuan Liu, Chunshu Wu, Ruibing Song, Guangyan Sun, Ying Nian Wu, Yousu Chen, Ang Li, Tong Geng |
| 2024 | ICLR | 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 C. Huang, Tong Geng |
| 2024 | ISCA | DS-GL: Advancing Graph Learning via Harnessing Nature's Power within Scalable Dynamical Systems. | Ruibing Song, Chunshu Wu, Chuan Liu, Ang Li, Michael C. Huang, Tong Geng |