2 papers
cs.LG2026
A Simple Reduction Scheme for Constrained Contextual Bandits with Adversarial Contexts via Regression
Dhruv Sarkar, Abhishek Sinha
We study constrained contextual bandits (CCB) with adversarially chosen contexts, where each action yields a random reward and incurs a random cost. We adopt the standard realizabi…
cs.LG2024
Confidence Is All You Need for MI Attacks
Abhishek Sinha, Himanshi Tibrewal, Mansi Gupta +2
In this evolving era of machine learning security, membership inference attacks have emerged as a potent threat to the confidentiality of sensitive data. In this attack, adversarie…