Faw, Matthew

5 publications

ICML 2025 In-Context Fine-Tuning for Time-Series Foundation Models Matthew Faw, Rajat Sen, Yichen Zhou, Abhimanyu Das

ICML 2025 On Mitigating Affinity Bias Through Bandits with Evolving Biased Feedback Matthew Faw, Constantine Caramanis, Jessica Hoffmann

COLT 2023 Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD Matthew Faw, Litu Rout, Constantine Caramanis, Sanjay Shakkottai

COLT 2022 The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance Matthew Faw, Isidoros Tziotis, Constantine Caramanis, Aryan Mokhtari, Sanjay Shakkottai, Rachel Ward

NeurIPS 2020 Mix and Match: An Optimistic Tree-Search Approach for Learning Models from Mixture Distributions Matthew Faw, Rajat Sen, Karthikeyan Shanmugam, Constantine Caramanis, Sanjay Shakkottai