2 papers
cs.SE2026
Teach it to stop, not just to click
Barada Sahu, Shivesh Pandey
Agentic computer-use RL is reported in single runs, and those numbers mislead. Using verifier-guided repair of a 35B computer-use agent (CUA) across five oracle-graded environments…
cs.SE2026
A global predicted-fMRI drive signal from TRIBE does not predict YouTube replay heatmaps
Barada Sahu, Shivesh Pandey
Deep multimodal brain-encoding models now predict fMRI responses to naturalistic video with high accuracy; whether their predicted neural signals also forecast behavioral engagemen…