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HitMem revolutionizes 3D memory for embodied agents by effectively managing dynamic changes in environments, achieving remarkable improvements in task execution accuracy and efficiency.
ATLAS reveals that understanding both immediate request trajectories and long-term user interactions can dramatically enhance the performance of industrial tool-use agents.
Sparsifying FFNs can lead to nearly double the decoding speed without sacrificing model quality, thanks to a novel channel-selection strategy.