Zhang, Thomas TCK

4 publications

ICLR 2026 Action Chunking and Data Augmentation Yield Exponential Improvements in Behavior Cloning for Continuous Spaces Thomas TCK Zhang, Daniel Pfrommer, Chaoyi Pan, Nikolai Matni, Max Simchowitz

ICML 2025 On the Concurrence of Layer-Wise Preconditioning Methods and Provable Feature Learning Thomas Tck Zhang, Behrad Moniri, Ansh Nagwekar, Faraz Rahman, Anton Xue, Hamed Hassani, Nikolai Matni

ICML 2024 Guarantees for Nonlinear Representation Learning: Non-Identical Covariates, Dependent Data, Fewer Samples Thomas Tck Zhang, Bruce D Lee, Ingvar Ziemann, George J. Pappas, Nikolai Matni

ICLR 2024 Sample-Efficient Linear Representation Learning from Non-IID Non-Isotropic Data Thomas TCK Zhang, Leonardo Felipe Toso, James Anderson, Nikolai Matni