Liu, Jiayu

12 publications

ICLR 2026 Diversity-Enhanced Reasoning for Subjective Questions Yumeng Wang, Zhiyuan Fan, Jiayu Liu, Jen-tse Huang, Yi R. Fung

ICLR 2026 Pruning Long Chain-of-Thought of Large Reasoning Models via Small-Scale Preference Optimization Bin Hong, Jiayu Liu, Kai Zhang, Jianwen Sun, Mengdi Zhang, Zhenya Huang

AAAI 2025 Automated Creation of Reusable and Diverse Toolsets for Enhancing LLM Reasoning Zhiyuan Ma, Zhenya Huang, Jiayu Liu, Minmao Wang, Hongke Zhao, Xin Li

ICML 2025 CogMath: Assessing LLMs’ Authentic Mathematical Ability from a Human Cognitive Perspective Jiayu Liu, Zhenya Huang, Wei Dai, Cheng Cheng, Jinze Wu, Jing Sha, Song Li, Qi Liu, Shijin Wang, Enhong Chen

ICML 2025 What Makes In-Context Learning Effective for Mathematical Reasoning Jiayu Liu, Zhenya Huang, Chaokun Wang, Xunpeng Huang, Chengxiang Zhai, Enhong Chen

NeurIPS 2024 Decompose, Analyze and Rethink: Solving Intricate Problems with Human-like Reasoning Cycle Shangzi Xue, Zhenya Huang, Jiayu Liu, Xin Lin, Yuting Ning, Binbin Jin, Xin Li, Qi Liu

IJCAI 2024 Learning to Solve Geometry Problems via Simulating Human Dual-Reasoning Process Tong Xiao, Jiayu Liu, Zhenya Huang, Jinze Wu, Jing Sha, Shijin Wang, Enhong Chen

JMLR 2024 Monotonic Risk Relationships Under Distribution Shifts for Regularized Risk Minimization Daniel LeJeune, Jiayu Liu, Reinhard Heckel

NeurIPS 2024 SocraticLM: Exploring Socratic Personalized Teaching with Large Language Models Jiayu Liu, Zhenya Huang, Tong Xiao, Jing Sha, Jinze Wu, Qi Liu, Shijin Wang, Enhong Chen

AAAI 2023 Learning by Applying: A General Framework for Mathematical Reasoning via Enhancing Explicit Knowledge Learning Jiayu Liu, Zhenya Huang, ChengXiang Zhai, Qi Liu

ICML 2022 Test-Time Training Can Close the Natural Distribution Shift Performance Gap in Deep Learning Based Compressed Sensing Mohammad Zalbagi Darestani, Jiayu Liu, Reinhard Heckel

ECML-PKDD 2020 Effective Version Space Reduction for Convolutional Neural Networks Jiayu Liu, Ioannis Chiotellis, Rudolph Triebel, Daniel Cremers