"complex reasoning tasks" Papers

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AceSearcher: Bootstrapping Reasoning and Search for LLMs via Reinforced Self-Play

Ran Xu, Yuchen Zhuang, Zihan Dong et al.

NEURIPS 2025spotlightarXiv:2509.24193

Adaptive Inference-Time Scaling via Cyclic Diffusion Search

Gyubin Lee, Bao Truong, Jaesik Yoon et al.

NEURIPS 2025arXiv:2505.14036

Belief-Calibrated Multi-Agent Consensus Seeking for Complex NLP Tasks

Wentao Deng, Jiahuan Pei, Zhiwei Xu et al.

NEURIPS 2025arXiv:2510.06307

Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning

Jiacheng Ye, Jiahui Gao, Shansan Gong et al.

ICLR 2025arXiv:2410.14157

Enhancing Graph Of Thought: Enhancing Prompts with LLM Rationales and Dynamic Temperature Control

Sunguk Shin, Youngjoon Kim

Hyperbolic Fine-Tuning for Large Language Models

Menglin Yang, Ram Samarth B B, Aosong Feng et al.

NEURIPS 2025spotlightarXiv:2410.04010

MoBA: Mixture of Block Attention for Long-Context LLMs

Enzhe Lu, Zhejun Jiang, Jingyuan Liu et al.

NEURIPS 2025spotlightarXiv:2502.13189

OST-Bench: Evaluating the Capabilities of MLLMs in Online Spatio-temporal Scene Understanding

Jingli Lin, Chenming Zhu, Runsen Xu et al.

NEURIPS 2025oralarXiv:2507.07984

When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs

Xiaomin Li, Zhou Yu, Zhiwei Zhang et al.

NEURIPS 2025spotlightarXiv:2505.11423