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Can You Learn an Algorithm? Generalizing from Easy to Hard Problems with Recurrent Networks

Neural Information Processing System (NeurIPS), 2021.
Avi Schwarzschild, Eitan Borgnia, Arjun Gupta, Furong Huang, Uzi Vishkin, Micah Goldblum, Tom Goldstein
Publisher's website

Vulnerability-Aware Poisoning Mechanism for Online RL with Unknown Dynamics

9th International Conference on Learning Representations (ICLR), 2021.
Yanchao Sun, Da Huo, Furong Huang
Publisher's website

TempLe: Learning Template of Transitions for Sample Efficient Multi-task RL

35th AAAI Conference on Artificial Intelligence, 2021.
Yanchao Sun, Xiangyu Yin, Furong Huang
Publisher's website

MaxVA: Fast Adaptation of Stepsizes by Maximizing Observed Variance of Gradients

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2021.
Chen Zhu, Yu Cheng, Zhe Gan, Furong Huang, Jingjing Liu, Tom Goldstein
Publisher's website

Are Adversarial Examples Created Equal? A Learnable Weighted Minimax Risk for Robustness under Non-Uniform Attacks

35th AAAI Conference on Artificial Intelligence (AAAI), 2021.
Huimin Zeng, Chen Zhu, Tom Goldstein and Furong Huang
Publisher's website

Practical and Fast Momentum-Based Power Methods

2nd Annual Conference on Mathematical and Scientific Machine Learning, Proceedings of Machine Learning Research vol 145:1-36, 2021.
Tahseen Rabbani, Apollo Jain, Arjun Rajkumar, Furong Huang
Publisher's website

Convolutional Tensor-Train LSTM for Spatio-Temporal Learning

Neural Information Processing Systems (NeurIPS), 2020
Jiahao Su, Wonmin Byeon, Jean Kossaifi, Furong Huang, Jan Kautz, Anima Anandkumar
Publisher's website

Reviving Shift Equivariance in Vision Transformers

The Second Workshop on Spurious Correlations, Invariance and Stability (SCIS), ICML 2023.
Peijian Ding, Davit Soselia, Thomas Armstrong, Jiahao Su, Furong Huang