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Astar not only surpasses human experts in proposing evolution directions but also automates the entire iteration process, leading to substantial revenue gains.
AutoPDE reveals that explicitly representing solver strategies can boost PDE solving reliability by over 14% compared to existing methods.
Memory optimization that prioritizes belief clarity over mere outcome success can radically enhance long-horizon reasoning in LLMs.
