2 citations · 2 across the 1 of their papers we have counts for
3 papers
cs.GT2024
Limited-perception games
Kai Jia, Martin Rinard
We study rational agents with different perception capabilities in strategic games. We focus on a class of one-shot limited-perception games. These games extend simultaneous-move n…
math.OC2023
TRAFS: A Nonsmooth Convex Optimization Algorithm with Iteration Complexity
Kai Jia, Martin Rinard
We present the Trust Region Adversarial Functional Subdifferential (TRAFS) algorithm for constrained optimization of nonsmooth convex Lipschitz functions. Unlike previous methods t…
cs.LG2023★ 2 cited
Sound Explanation for Trustworthy Machine Learning
Kai Jia, Pasapol Saowakon, Limor Appelbaum +1
We take a formal approach to the explainability problem of machine learning systems. We argue against the practice of interpreting black-box models via attributing scores to input…