Author

Xuan-He Zhou

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Review Jul 2026

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers

OmniOpt supplies the research community with an operational coordinate system for selecting optimizers under explicit mechanism and objective assumptions, and charts a direction for the future development of the optimizer community.

Siyuan Li, Jiabao Pan, Yumou Liu et al. · 0 citations

Review Aug 2026

Argus: A General-Purpose Agentic Reasoning Runtime for Long-Horizon Tasks

Results show that a fixed-weight, self-evolving harness can revise, recover, and accumulate verified approaches while producing structured trajectories for future supervised and reinforcement learning.

Boxiu Li, Zimo Wen, Yijia Fan et al. · 2 citations · ⚡1