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Trustworthy medical agents could evolve autonomously through interactive learning, rather than relying solely on parameter scaling.
Finally, realistic head movements that naturally complement gaze can be automatically generated from video, thanks to a new data-driven approach.
LLMs can now learn mathematical reasoning 2x faster and with greater stability, thanks to a new token-level policy optimization method.
Forget hand-tuning: PolyFormer learns to automatically simplify complex, physically-constrained optimization problems into efficient polytopic reformulations, achieving massive speedups and memory reductions.