Author

Zi-Hao Zeng

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#artificial intelligence Preprint Sep 2026

State of Thought Enables Endogenous Reasoning

Test-time compute has emerged as a major approach to improving the capabilities of Large Language Models (LLMs). However, existing test-time reasoning paradigms rely heavily on externally imposed control, either through fixed reasoning programs or through costly expansion in constrained search spaces, limiting both gen...

Z. Gong, Yi-Kun Hou, Zi-Hao Zeng et al. · 0 citations

Jul 2026

CoCurve: Cross-Module Co-Pruning Curvature for Training-Free Structured LLM Pruning

CoCurve (Cross-Module Co-Pruning Curvature), a calibration-only, fine-tuning-free method that prunes attention and FFN units jointly, and reduces to one budgeted quadratic program, solved in a single shot under a shared attention--FFN budget, with no labels, fine-tuning, or recovery.

Z. Gong, Zihao Zeng, Zijie Wang et al. · arXiv.org · 1 citation