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SearchEyes achieves state-of-the-art performance in multimodal search by unifying training data, environments, and rewards into a cohesive simulated world.
LLMs waste compute on tokens that have already "figured it out" – DASH selectively skips these tokens during prefill, speeding things up without retraining or sacrificing accuracy.
Forget freezing your feature extractor: TALON unlocks on-the-fly category discovery by continuously learning from unlabeled data during test time, outperforming fixed-knowledge methods.
