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Visual agents consistently falter at detecting procedural errors, but a new framework shows how to enhance their comprehension capabilities dramatically.
Bitstream-corrupted video restoration remains a significant challenge, even with recent advances, as revealed by the NTIRE 2026 challenge results.
Over-reliance on neighborhood similarity in source-free domain adaptation hurts performance; ProCal offers a way to dynamically calibrate predictions and improve generalization.
