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Towards Sparse Video Understanding and Reasoning

ReViS: multi-round agent for video question answering with selective frame sampling and early stopping.

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No Need to Train Your RDB Foundation Model

Foundation model using in-context learning for relational databases that avoids retraining across different prediction targets.

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Statistical early stopping methods for LLM reasoning that monitor uncertainty signals to prevent overthinking during generation.

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Adaptive memory structures for LLM agents enabling context-dependent memory selection across heterogeneous interaction patterns.