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Summary tokens are not just compressed context, but also dynamic KV cache indices, unlocking flexible memory compression and reduced compute in hybrid attention.
Disjointed cropping destroys visual context鈥攔edistributing a fixed pixel budget through continuous foveation around an MLLM's self-selected focus points beats task-trained baselines without any fine-tuning.
