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Clarus transforms the landscape of scientific collaboration by enabling autonomous agents to work together in a structured, traceable, and resource-aware manner.
ICU risk prediction gets a shot in the arm with MATA-Former, which uses medical knowledge to guide attention and outperforms existing methods on two datasets.
Synergy's architecture lets agents evolve through experience by proactively recalling rewarded trajectories, hinting at a new way to build agents that learn and adapt in open, collaborative environments.
