algorithmic fairness 1causal recourse 1credit scoring 1performative prediction 1strategic behavior 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
The Role of Causality in Algorithmic Recourse
Srikanth Avasarala, Varun Gupta, Shahin Jabbari +2
The paper introduces a causal framework for algorithmic recourse that models how suggested changes affect both features and true outcomes, showing that accounting for causality yie…
cs.IT2026
Local Differential Privacy with Correlated Noise Achieves Central-DP Optimal Cost
Madhura Pathegama, Srikanth Avasarala, Viveck R. Cadambe +1
We study privately estimating the sum of user-held values in the presence of an honest-but-curious server. This motivates requiring privacy not only at data release but also th…
cs.GT2025
The Disparate Effects of Partial Information in Bayesian Strategic Learning
Srikanth Avasarala, Serena Wang, Juba Ziani
We study how partial information about scoring rules affects fairness in strategic learning settings. In strategic learning, a learner deploys a scoring rule, and agents respond st…