Publications

Yilin Guan, Qingfeng Lan, Fei Sun, Dujian Ding, Devang Acharya, Chi Wang, William Yang Wang, Wenyue Hua (2025). Dynamic Speculative Agent Planning.

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Wenyue Hua, Dujian Ding, Yile Gu, Yujie Ren, Kai Mei, Minghua Ma, William Yang Wang (2025). Semantic Scheduling for LLM Inference.

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Qiyuan Zhang, Fuyuan Lyu, Zexu Sun, Lei Wang, Weixu Zhang, Wenyue Hua, Haolun Wu, Zhihan Guo, Yufei Wang, Niklas Muennighoff, Irwin King, Xue Liu, Chen Ma (2025). A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?.

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Wenyue Hua, Tyler Wong, Fei Sun, Liangming Pan, Adam Jardine, William Yang Wang (2025). InductionBench: LLMs Fail in the Simplest Complexity Class.

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Chaoran Chen, Bingsheng Yao, Ruishi Zou, Wenyue Hua, Weimin Lyu, Yanfang Ye, Toby Jia-Jun Li, Dakuo Wang (2025). Towards a Design Guideline for RPA Evaluation: A Survey of Large Language Model-Based Role-Playing Agents.

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Ruiwen Zhou, Wenyue Hua, Liangming Pan, Sitao Cheng, Xiaobao Wu, En Yu, William Yang Wang (2024). Rulearena: A benchmark for rule-guided reasoning with llms in real-world scenarios.

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Wenyue Hua, Ollie Liu, Lingyao Li, Alfonso Amayuelas, Julie Chen, Lucas Jiang, Lizhou Fan, Fei Sun, William Yang Wang, Xintong Wang, Yongfeng Zhang (2024). Game-theoretic LLM: Agent Workflow for Negotiation Games.

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Wenyue Hua, Mengting Wan, Shashank Vadrevu, Ryan Nadel, Yongfeng Zhang, Chi Wang (2024). Interactive Speculative Planning: Enhance Agent Efficiency through Co-design of System and User Interface.

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Wenyue Hua, Kaijie Zhu, Lingyao Li, Lizhou Fan, Shuhang Lin, Mingyu Jin, Haochen Xue, Zelong Li, Jindong Wang, Yongfeng Zhang (2024). Disentangling Logic: The Role of Context in Large Language Model Reasoning Capabilities.

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Shuhang Lin, Wenyue Hua, Lingyao Li, Che-Jui Chang, Lizhou Fan, Jianchao Ji, Hang Hua, Mingyu Jin, Jiebo Luo, Yongfeng Zhang (2024). BattleAgent: Multi-modal Dynamic Emulation on Historical Battles to Complement Historical Analysis.

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Kai Mei, Xi Zhu, Wujiang Xu, Wenyue Hua, Mingyu Jin, Zelong Li, Shuyuan Xu, Ruosong Ye, Yingqiang Ge, Yongfeng Zhang (2024). AIOS: LLM Agent Operating System.

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Guo Lin, Wenyue Hua, Zhengting Wang, Mingyu Jin, Lizhou Fan, Yongfeng Zhang (2024). EmojiPrompt: Generative Prompt Obfuscation for Privacy-Preserving Communication with Cloud-based LLMs.

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Wenyue Hua, Xianjun Yang, Zelong Li, Wei Cheng, Yongfeng Zhang (2024). TrustAgent: Towards Safe and Trustworthy LLM-based Agents through Agent Constitution.

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Wenyue Hua, Jiang Guo, Mingwen Dong, Henghui Zhu, Patrick Ng, Zhiguo Wang (2023). Propagation and Pitfalls: Reasoning-based Assessment of Knowledge Editing through Counterfactual Tasks.

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Lizhou Fan, Wenyue Hua, Lingyao Li, Haoyang Ling, Yongfeng Zhang, Libby Hemphill (2023). NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes.

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Yingqiang Ge, Yujie Ren, Wenyue Hua, Shuyuan Xu, Juntao Tan, Yongfeng Zhang (2023). LLM as OS (llmao), Agents as Apps: Envisioning AIOS, Agents and the AIOS-Agent Ecosystem.

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Wenyue Hua, Lizhou Fan, Lingyao Li, Kai Mei, Jianchao Ji, Yingqiang Ge, Libby Hemphill, Yongfeng Zhang (2023). War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars.

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Wenyue Hua, Lei Li, Shuyuan Xu, Chen Li, Yongfeng Zhang (2023). Tutorial on Large Language Models for Recommendation.

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Shuyuan Xu, Wenyue Hua, Yongfeng Zhang (2023). OpenP5: Benchmarking Foundation Models for Recommendation.

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Wenyue Hua, Shuyuan Xu, Yingqiang Ge, Yongfeng Zhang (2023). How to Index Item IDs for Recommendation Foundation Models.

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Yingqiang Ge, Wenyue Hua, Kai Mei, Jianchao Ji, Juntao Tan, Shuyuan Xu, Zelong Li, Yongfeng Zhang (2023). OpenAGI: When LLM Meets Domain Experts.

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Wenyue Hua, Yingqiang Ge, Shuyuan Xu, Jianchao Ji, Zelong Li, Yongfeng Zhang (2023). UP5: Unbiased Foundation Model for Fairness-aware Recommendation.

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Wenyue Hua, Lifeng Jin, Lingfeng Song, Haitao Mi, Yongfeng Zhang, Dong Yu (2022). Discover, Explanation, Improvement: Automatic Slice Detection Framework for Natural Language Processing.

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Wenyue Hua, Yongfeng Zhang (2022). System 1+ System 2= Better World: Neural-Symbolic Chain of Logic Reasoning.

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Wenzheng Zhang, Wenyue Hua, Karl Stratos (2021). EntQA: Entity linking as question answering.

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Wenyue Hua, Adam Jardine, Huteng Dai (2020). Learning Underlying Representations and Input-Strictly-Local Functions.

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Wenyue Hua, Adam Jardine (2020). Learning input strictly local functions from their composition.

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Wenyue Hua (2019). Computational Complexity in Optional Syllabification of Yavapai.

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Wenyue Hua (2019). Free choice disjunction of propositions in generic sentences.

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Mingming Sun, Wenyue Hua, Zoey Liu, Xin Wang, Kangjie Zheng, Ping Li (2019). A Predicate-Function-Argument Annotation of Natural Language for Open-Domain Information eXpression.

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