| A Theoretical Understanding of shallow Vision Transformers: Learning, Generalization, and Sample Complexity H Li, M Wang, S Liu, PY Chen International Conference on Learning Representations 2023, 2023 | 34 | 2023 |
| Generalization guarantee of training graph convolutional networks with graph topology sampling H Li, M Wang, S Liu, PY Chen, J Xiong International Conference on Machine Learning, 13014-13051, 2022 | 16 | 2022 |
| Learning and generalization of one-hidden-layer neural networks, going beyond standard gaussian data H Li, S Zhang, M Wang 2022 56th Annual Conference on Information Sciences and Systems (CISS), 37-42, 2022 | 5 | 2022 |
| Transformers as Multi-Task Feature Selectors: Generalization Analysis of In-Context Learning H Li, M Wang, S Lu, H Wan, X Cui, PY Chen NeurIPS 2023 Workshop on Mathematics of Modern Machine Learning, 2023 | 3 | 2023 |
| On the Convergence and Sample Complexity Analysis of Deep Q-Networks with -Greedy Exploration S Zhang, H Li, M Wang, M Liu, PY Chen, S Lu, S Liu, K Murugesan, ... neurips 2023, 2023 | 3 | 2023 |
| Training Nonlinear Transformers for Efficient In-Context Learning: A Theoretical Learning and Generalization Analysis H Li, M Wang, S Lu, X Cui, PY Chen arXiv preprint arXiv:2402.15607, 2024 | 2 | 2024 |
| What Improves the Generalization of Graph Transformer? A Theoretical Dive into Self-attention and Positional Encoding H Li, M Wang, T Ma, S Liu, Z Zhang, PY Chen | 1 | 2023 |
| How Can Personalized Context Help? Exploring Joint Retrieval of Passage and Personalized Context H Wan, H Li, S Lu, X Cui, M Danilevsky ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024 | | 2024 |
| How does promoting the minority fraction affect generalization? A theoretical study of one-hidden-layer neural network on group imbalance H Li, S Zhang, Y Zhang, M Wang, S Liu, PY Chen IEEE Journal of Selected Topics in Signal Processing, 2024 | | 2024 |
Pin-Yu ChenPrincipal Research Scientist, IBM Research AI; MIT-IBM Watson AI Lab; RPI-IBM AIRCVerified email at ibm.com
