Publications

Uniform Sampling over Episode Difficulty [pdf]
S├Ębastien M. R. Arnold*, Guneet S. Dhillon*, Avinash Ravichandran, Stefano Soatto
* Equal contributions
In Proceedings of Conference on Neural Information Processing Systems (NeurIPS) 2021 (Spotlight)

A Baseline for Few-Shot Image Classification [pdf]
Guneet S. Dhillon, Pratik Chaudhari, Avinash Ravichandran, Stefano Soatto
In Proceedings of International Conference on Learning Representations (ICLR) 2020
Short version in Proceedings of Workshop on Meta-Learning, Conference on Neural Information Processing Systems (NeurIPS) 2019 (Spotlight)

Stochastic Activation Pruning for Robust Adversarial Defense [pdf]
Guneet S. Dhillon, Kamyar Azizzadenesheli, Zachary C. Lipton, Jeremy Bernstein, Jean Kossaifi, Aran Khanna, Anima Anandkumar
In Proceedings of International Conference on Learning Representations (ICLR) 2018
Short version in Proceedings of Machine Deception Workshop, Conference on Neural Information Processing Systems (NeurIPS) 2017