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cs.CL 1

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2026 1

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ReVision: Scaling Computer-Use Agents via Temporal Visual Redundancy Reduction

cs.CL · 2026-05-11 · unverdicted · novelty 7.0 · 2 refs

ReVision reduces visual token usage by 46% on average in agent trajectories via a learned patch selector and improves success rates by 3% on three benchmarks, showing that history saturation stems from inefficient representations rather than lack of utility.

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  • ReVision: Scaling Computer-Use Agents via Temporal Visual Redundancy Reduction cs.CL · 2026-05-11 · unverdicted · none · ref 4 · 2 links

    ReVision reduces visual token usage by 46% on average in agent trajectories via a learned patch selector and improves success rates by 3% on three benchmarks, showing that history saturation stems from inefficient representations rather than lack of utility.