Tianle Cai

Do Transformers Really Perform Badly for Graph Representation

Chengxuan Ying, Tianle Cai, Shengjie Luo et al. · Neural Information Processing Systems · 2021 · 384 citations

Engineering, Graph Theory, Data Science +5

Do Transformers Really Perform Bad for Graph Representation?

Chengxuan Ying, Tianle Cai, Shengjie Luo et al. · arXiv (Cornell University) · 2021 · 125 citations · Full text

Natural Language Processing, Geometric Learning, Structural Information +15

Adversarially Robust Generalization Just Requires More Unlabeled Data

Runtian Zhai, Tianle Cai, Di He et al. · arXiv (Cornell University) · 2019 · 90 citations · Full text

Artificial Intelligence, Neural Network Robustness, Engineering +13

GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training

Tianle Cai, Shengjie Luo, Keyulu Xu et al. · arXiv (Cornell University) · 2020 · 74 citations · Full text

Geometric Learning, Deep Neural Networks, Graph Neural Networks +14

Convergence of Adversarial Training in Overparametrized Neural Networks

Ruiqi Gao, Tianle Cai, Haochuan Li et al. · arXiv (Cornell University) · 2019 · 55 citations · Full text

Artificial Intelligence, Hyperparameter Estimation, Engineering +11