4 papers
Multi-Agent Deferred-Decision Trajectory Optimization with Anytime-Valid Target Retention for Moving Candidates
Farbod Siahkali, Mengxue Hou, Vijay Gupta
We study multi-agent terminal interception when one of several moving candidates is the unknown target and both target identity and candidate terminal locations are uncertain. We d…
Active Sensing and Deferred-Decision Trajectory Optimization for Robust Target Identification
Farbod Siahkali, Mengxue Hou, Vijay Gupta
We study trajectory optimization in mobile sensing systems that must identify which member of a finite candidate set is the true target, while maintaining reachability to all poten…
Coverage Guarantees for Pseudo-Calibrated Conformal Prediction under Distribution Shift
Farbod Siahkali, Ashwin Verma, Vijay Gupta
Conformal prediction (CP) offers distribution-free marginal coverage guarantees under an exchangeability assumption, but these guarantees can fail if the data distribution shifts.…
Towards Opinion Shaping: A Deep Reinforcement Learning Approach in Bot-User Interactions
Farbod Siahkali, Saba Samadi, Hamed Kebriaei
This paper aims to investigate the impact of interference in social network algorithms via user-bot interactions, focusing on the Stochastic Bounded Confidence Model (SBCM). This p…