2 papers
cs.CR2026
Approve What, Exactly? Effect Binding and Trusted Rendering for Agent Step-Up Authorization
Sai Varun Kodathala, Prashanth Pollishetty, Jaylen Cargill
AI agents now pause for approval before they send money, delete files or email outsiders, and that approval is usually treated as a second factor. We argue it is one only when comp…
cs.CV2026
Prompt, Probe, Train, or Annotate? Single-camera sports video understanding in amateur settings
Sai Varun Kodathala, Prashanth Pollishetty, Jaylen Cargill
Video understanding is usually benchmarked on curated, single-actor, or professionally filmed clips, and a strong score there is routinely read as evidence a model is robust enough…