2 papers
stat.ML2026
On the Generalization and Robustness in Conditional Value-at-Risk
Dinesh Karthik Mulumudi, Piyushi Manupriya, Gholamali Aminian +1
Conditional Value-at-Risk (CVaR) is a widely used risk-sensitive objective for learning under rare but high-impact losses, yet its statistical behavior under heavy-tailed data rema…
cs.LG2025
Multi-agent Multi-armed Bandits with Minimum Reward Guarantee Fairness
Piyushi Manupriya, Himanshu, SakethaNath Jagarlapudi +1
We investigate the problem of maximizing social welfare while ensuring fairness in a multi-agent multi-armed bandit (MA-MAB) setting. In this problem, a centralized decision-maker…