Winston, Ezra

8 publications

ICLR 2024 Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation Between CNNs, LCNs, and FCNs Aakash Lahoti, Stefani Karp, Ezra Winston, Aarti Singh, Yuanzhi Li

TMLR 2023 Monotone Deep Boltzmann Machines Zhili Feng, Ezra Winston, J Zico Kolter

ICLR 2021 Estimating Lipschitz Constants of Monotone Deep Equilibrium Models Chirag Pabbaraju, Ezra Winston, J Zico Kolter

NeurIPS 2021 Local Signal Adaptivity: Provable Feature Learning in Neural Networks Beyond Kernels Stefani Karp, Ezra Winston, Yuanzhi Li, Aarti Singh

ICML 2020 Certified Robustness to Label-Flipping Attacks via Randomized Smoothing Elan Rosenfeld, Ezra Winston, Pradeep Ravikumar, Zico Kolter

NeurIPS 2020 Monotone Operator Equilibrium Networks Ezra Winston, J. Zico Kolter

ICML 2019 Domain Adaptation with Asymmetrically-Relaxed Distribution Alignment Yifan Wu, Ezra Winston, Divyansh Kaushik, Zachary Lipton

ICLRW 2019 Domain Adaptation with Asymmetrically-Relaxed Distribution Alignment Yifan Wu, Ezra Winston, Divyansh Kaushik, Zachary Lipton