collaborators

1 paper

cs.CV2026

Counterfactual Sensitivity Is Not Repairability: Auditing Replay Probes for Video Evidence

Rama AlHamidi, Rasul Khanbayov, Erchin Serpedin +1

Tool-using video agents retrieve visual evidence before answering, but the final answer is not forced to depend on what was retrieved. The natural black box test is counterfactual:…