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A novel two-axis framework unifies the study of multimodal agent memory, revealing distinct tiers of memory adaptation from static reuse to self-evolving policies.
A reliability-guided approach drastically reduces error propagation in surgical video segmentation, leading to more accurate instrument tracking.
Real-time risk assessment in autonomous driving just got a major upgrade, achieving state-of-the-art performance with a novel framework that combines perception and structured reasoning.