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gspDAG-FL achieves near-optimal learning quality with significantly reduced coordination costs, even in the presence of Byzantine and lazy participants.
Open-weight Omni models struggle with binding accuracy, achieving only 41.55% on a new counterfactual benchmark, highlighting a critical gap in long-video comprehension.
