publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. ACL 2026
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    Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human-Agent Interaction
    Zisu Huang*, Muzhao Tian*, Xiaohua Wang, and 8 more authors
    Annual Meeting of the Association for Computational Linguistics (ACL), 2026
    Main Conference
  2. ICML 2026
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    TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios
    Yuanzhe Shen*, Zisu Huang*, Zhengyuan Wang*, and 14 more authors
    International Conference on Machine Learning (ICML), 2026
    Poster
  3. ICLR 2026
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    RECAST: Strengthening LLMs’ Complex Instruction Following with Constraint-Verifiable Data
    Wenhao Liu, Zhengkang Guo, Mingchen Xie, Jingwen Xu, Zisu Huang, and 9 more authors
    International Conference on Learning Representations (ICLR), 2026
    Poster
  4. arXiv
    Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation
    Changze Lv, Jie Zhou, Wentao Zhao, Jingwen Xu, Zisu Huang, and 7 more authors
    Under Review, 2026
  5. arXiv
    Benchmark^2: Systematic Evaluation of LLM Benchmarks
    Qi Qian, Chengsong Huang, Jingwen Xu, Changze Lv, Muling Wu, Wenhao Liu, Xiaohua Wang, Zhenghua Wang, Zisu Huang, and 7 more authors
    Under Review, 2026
  6. arXiv
    CSSG: Measuring Code Similarity with Semantic Graphs
    Jingwen Xu*, Yiyang Lu*, Changze Lv, Zisu Huang, and 5 more authors
    Under Review, 2026
  7. Survey
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    Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges
    Xiaohua Wang*, Muzhao Tian*, Yuqi Zeng*, Zisu Huang*, and 19 more authors
    arXiv preprint, 2026
  8. arXiv
    BatCoder: Self-Supervised Bidirectional Code-Documentation Learning via Back-Translation
    Jingwen Xu*, Yiyang Lu*, Zisu Huang, and 9 more authors
    Under Review, 2026

2025

  1. EMNLP 2025
    SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading
    Yu Shen, Yihan Liu, Zisu Huang, and 3 more authors
    Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025
    Main Conference
  2. EMNLP 2025
    Enhancing Model Privacy in Federated Learning with Random Masking and Quantization
    Zhibo Xu, Jianhao Zhu, Jingwen Xu, Changze Lv, Zisu Huang, and 5 more authors
    Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025
    Findings
  3. arXiv
    Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning
    Muling Wu, Qi Qian, Wenhao Liu, Xiaohua Wang, Zisu Huang, and 10 more authors
    arXiv preprint, 2025
  4. arXiv
    IntentionReasoner: Facilitating Adaptive LLM Safeguards through Intent Reasoning and Selective Query Refinement
    Yu Shen, Zisu Huang, Zhengkang Guo, and 5 more authors
    arXiv preprint, 2025

2024

  1. arXiv
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    Enhancing the Capability and Robustness of Large Language Models through Reinforcement Learning-Driven Query Refinement
    Zisu Huang*, Xiaohua Wang*, Feiran Zhang, and 5 more authors
    arXiv preprint, 2024