Sketch-GNN: Efficient GNNs with Graph Size-Independent Scalability
Neural Information Processing System (NeurIPS), 2022.
Mucong Ding, Tahseen Rabbani, Bang An, Evan Wang, Furong Huang
Publisher's website
Mucong Ding, Tahseen Rabbani, Bang An, Evan Wang, Furong Huang
End-to-end Scalable Algorithm Synthesis with Recurrent Networks: Extrapolation without Overthinking
Neural Information Processing System (NeurIPS), 2022.
Arpit Bansal, Avi Schwarzschild, Eitan Borgnia, Zeyad Emam, Furong Huang, Micah Goldblum, Tom Goldstein
Publisher's website
Arpit Bansal, Avi Schwarzschild, Eitan Borgnia, Zeyad Emam, Furong Huang, Micah Goldblum, Tom Goldstein
Where do Models go Wrong? Parameter-Space Saliency Maps for Explainabilit
Neural Information Processing System (NeurIPS), 2022.
Roman Levin, Manli Shu, Eitan Borgnia, Furong Huang, Micah Goldblum, Tom Goldstein
Publisher's website
Roman Levin, Manli Shu, Eitan Borgnia, Furong Huang, Micah Goldblum, Tom Goldstein
Scaling-up Diverse Orthogonal Convolutional Networks with a Paraunitary Framework
International Conference on Machine Learning (ICML), 2022.
Jiahao Su, Wonmin Byeon, Furong Huang
Publisher's website
Jiahao Su, Wonmin Byeon, Furong Huang
Reinforcement Learning under a Multi-agent Predictive State Representation Model: Method and Theory
The Tenth International Conference on Learning Representations (ICLR), 2022.
Zhi Zhang, Zhuoran Yang, Han Liu, Pratap Tokekar, Furong Huang
Publisher's website
Zhi Zhang, Zhuoran Yang, Han Liu, Pratap Tokekar, Furong Huang
Transfer RL across Observation Feature Spaces via Model-Based Regularization
The Tenth International Conference on Learning Representations (ICLR), 2022.
Yanchao Sun, Ruijie Zheng, Xiyao Wang, Andrew E Cohen, Furong Huang
Publisher's website
Yanchao Sun, Ruijie Zheng, Xiyao Wang, Andrew E Cohen, Furong Huang
Who Is the Strongest Enemy? Towards Optimal and Efficient Evasion Attacks in Deep RL
The Tenth International Conference on Learning Representations (ICLR), 2022.
Yanchao Sun, Ruijie Zheng, Yongyuan Liang, Furong Huang
Publisher's website
Yanchao Sun, Ruijie Zheng, Yongyuan Liang, Furong Huang
Tuformer: Data-driven Design of Transformers for Improved Generalization or Efficiency
The Tenth International Conference on Learning Representations (ICLR), 2022.
Xiaoyu Liu, Jiahao Su, Furong Huang
Publisher's website
Xiaoyu Liu, Jiahao Su, Furong Huang
Understanding the Generalization Benefit of Model Invariance from a Data Perspective
Neural Information Processing System (NeurIPS), 2021.
Sicheng Zhu, Bang An, Furong Huang
Publisher's website
Sicheng Zhu, Bang An, Furong Huang
VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization
Neural Information Processing System (NeurIPS), 2021.
Mucong Ding, Kezhi Kong, Jingling Li, Chen Zhu, John P Dickerson, Furong Huang, Tom Goldstein
Mucong Ding, Kezhi Kong, Jingling Li, Chen Zhu, John P Dickerson, Furong Huang, Tom Goldstein