| 2026 | ACL | Mathematical Proof as a Litmus Test: Revealing Failure Modes of Advanced Large Reasoning Models. | Dadi Guo, Jiayu Liu, Zhiyuan Fan, Zhitao He, Haoran Li, Yuxin Li, Yumeng Wang, Yi R. Fung |
| 2026 | ACL | Real or Robotic? Assessing Whether LLMs Accurately Simulate Qualities of Human Responses in Human-LLM Dialogue. | Jonathan Ivey, Shivani Kumar, Jiayu Liu, Hua Shen, Sushrita Rakshit, Rohan Raju, Haotian Zhang, Aparna Ananthasubramaniam, Junghwan Kim, Bowen Yi, Dustin Wright, Abraham Israeli, Anders Giovanni Mller, Lechen Zhang, David Jurgens |
| 2026 | ACL | CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents. | Jiayu Liu, Cheng Qian, Zhaochen Su, Qing Zong, Shijue Huang, Bingxiang He, Yi R. Fung |
| 2026 | ACL | DIXITWORLD: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay. | Yunxiang Mo, Tianshi Zheng, Qing Zong, Jiayu Liu, Baixuan Xu, Yauwai Yim, Chunkit Chan, Jiaxin Bai, Yangqiu Song |
| 2025 | AAAI | Automated Creation of Reusable and Diverse Toolsets for Enhancing LLM Reasoning. | Zhiyuan Ma, Zhenya Huang, Jiayu Liu, Minmao Wang, Hongke Zhao, Xin Li |
| 2025 | ACL | Revisiting Epistemic Markers in Confidence Estimation: Can Markers Accurately Reflect Large Language Models' Uncertainty? | Jiayu Liu, Qing Zong, Weiqi Wang, Yangqiu Song |
| 2025 | DATE | ATE-GCN: An FPGA-Based Graph Convolutional Network Accelerator with Asymmetrical Ternary Quantization. | Ruiqi Chen, Jiayu Liu, Shidi Tang, Yang Liu, Yanxiang Zhu, Ming Ling, Bruno da Silva |
| 2025 | FCCM | FPGA-Based Approximate Multiplier for FP8. | Ruiqi Chen, Yangxintong Lyu, Han Bao, Jiayu Liu, Yanxiang Zhu, Shidi Tang, Ming Ling, Bruno da Silva |
| 2025 | ICML | 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 |
| 2025 | ICML | What Makes In-context Learning Effective for Mathematical Reasoning. | Jiayu Liu, Zhenya Huang, Chaokun Wang, Xunpeng Huang, ChengXiang Zhai, Enhong Chen |
| 2025 | KDD | Advancing Tool-Augmented Large Language Models via Meta-Verification and Reflection Learning. | Zhiyuan Ma, Jiayu Liu, Xianzhen Luo, Zhenya Huang, Qingfu Zhu, Wanxiang Che |
| 2025 | KDD | LiPM: Foundation Model for Lithium-Ion Battery Analysis. | Juren Li, Yang Yang, Hanchen Su, Jiayu Liu, Youmin Chen, Jianfeng Zhang, Lujia Pan |
| 2024 | CIKM | Enhancing the Completeness of Rationales for Multi-Step Question Answering. | Shangzi Xue, Zhenya Huang, Xin Lin, Jiayu Liu, Longhu Qin, Tianhuang Su, Haifeng Liu, Qi Liu |
| 2024 | GLOBECOM | Data-and-Semantic Dual-Driven Spectrum Map Construction for 6G Spectrum Management. | Jiayu Liu, Fuhui Zhou, Xiaodong Liu, Rui Ding, Lu Yuan, Qihui Wu |
| 2024 | IJCAI | 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 |
| 2024 | ISIT | On the Optimality of Secure Aggregation with Uncoded Groupwise Keys Against User Dropouts and User Collusion. | Ziting Zhang, Jiayu Liu, Kai Wan, Hua Sun, J. Mingyue, Giuseppe Caire |
| 2024 | VTC | A Novel PAPR Reduction Method Based on Grid Reservation in Delay-Doppler Domain for OTFS Systems. | Jiayu Liu, Yuxu Guan, Kaiming Liu, Yuan'an Liu |
| 2024 | WWW | Bit-mask Robust Contrastive Knowledge Distillation for Unsupervised Semantic Hashing. | Liyang He, Zhenya Huang, Jiayu Liu, Enhong Chen, Fei Wang, Jing Sha, Shijin Wang |
| 2024 | WWW | Towards the Identifiability and Explainability for Personalized Learner Modeling: An Inductive Paradigm. | Jiatong Li, Qi Liu, Fei Wang, Jiayu Liu, Zhenya Huang, Fangzhou Yao, Linbo Zhu, Yu Su |
| 2023 | AAAI | Learning by Applying: A General Framework for Mathematical Reasoning via Enhancing Explicit Knowledge Learning. | Jiayu Liu, Zhenya Huang, ChengXiang Zhai, Qi Liu |
| 2023 | CIKM | Simulating Student Interactions with Two-stage Imitation Learning for Intelligent Educational Systems. | Guanhao Zhao, Zhenya Huang, Yan Zhuang, Jiayu Liu, Qi Liu, Zhiding Liu, Jinze Wu, Enhong Chen |
| 2023 | IECON | Dynamic Grasping of Aerial Manipulator Based on Coupling Disturbance Compensation Caused by Manipulator and Load. | Hai Li, Jiayu Liu, Zhan Li, Tong Wu, Quman Xu, Chen Dong, Xuebo Yang |
| 2023 | KDD | Guiding Mathematical Reasoning via Mastering Commonsense Formula Knowledge. | Jiayu Liu, Zhenya Huang, Zhiyuan Ma, Qi Liu, Enhong Chen, Tianhuang Su, Haifeng Liu |
| 2023 | KDD | Learning Behavior-oriented Knowledge Tracing. | Bihan Xu, Zhenya Huang, Jiayu Liu, Shuanghong Shen, Qi Liu, Enhong Chen, Jinze Wu, Shijin Wang |
| 2023 | SIGIR | A Mathematical Word Problem Generator with Structure Planning and Knowledge Enhancement. | Longhu Qin, Jiayu Liu, Zhenya Huang, Kai Zhang, Qi Liu, Binbin Jin, Enhong Chen |
| 2022 | CDVE | Visual Analytics Approach for Crane Anomaly Detection Based on Digital Twin. | Jiayu Liu, Hangbin Zheng, Yanan Jiang, Tianyuan Liu, Jinsong Bao |
| 2022 | CIKM | A Hyperbolic-to-Hyperbolic User Representation with Multi-aspect for Social Recommendation. | Hang Zhang, Hao Wang, Guifeng Wang, Jiayu Liu, Qi Liu |
| 2022 | ICDM | A Cognitive Solver with Autonomously Knowledge Learning for Reasoning Mathematical Answers. | Jiayu Liu, Zhenya Huang, Xin Lin, Qi Liu, Jianhui Ma, Enhong Chen |
| 2022 | ICML | Test-Time Training Can Close the Natural Distribution Shift Performance Gap in Deep Learning Based Compressed Sensing. | Mohammad Zalbagi Darestani, Jiayu Liu, Reinhard Heckel |
| 2022 | KDD | Incremental Cognitive Diagnosis for Intelligent Education. | Shiwei Tong, Jiayu Liu, Yuting Hong, Zhenya Huang, Le Wu, Qi Liu, Wei Huang, Enhong Chen, Dan Zhang |
| 2020 | IVCNZ | A Tip-Tilt Mirror Control System for Partial Image Correction at UC Mount John Observatory. | Jiayu Liu, Vishnu Anand Muruganandan, Richard Clare, Mara Cruz Ramrez Trujillo, Stephen John Weddell |
| 2018 | GPC | Resource and Attribute Based Access Control Model for System with Huge Amounts of Resources. | Gang Liu, Lu Fang, Quan Wang, Xiaoqian Qi, Juan Cui, Jiayu Liu |