Ren Zhuang

2 accepted papers

2026

Adaptive GoGI-Skip: Coupling Goal-Gradient Importance with Dynamic Uncertainty for Efficient Reasoning

IJCAI 2026

Chain-of-Thought (CoT) prompting trades inference speed for reasoning accuracy. Existing compressors force a compromise as static gradient techniques treat tokens independently, severing sequential logic, while uncertainty-based pruning ignores the final answer. We introduce Adaptive GoGI-Skip, a fr

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2026

The Geometric Reasoner: Manifold-Informed Latent Foresight Search for Long-Context Reasoning

Ren Zhuang, Ben Wang, Shuifa Sun

ICML 2026poster

Scaling test-time compute enhances long chain-of-thought (CoT) reasoning, yet existing approaches face a fundamental trade-off between computational cost and coverage quality: either incurring high training expense or yielding redundant trajectories. We introduce The Geometric Reasoner (TGR), a trai…

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