PPaperPicks

Shizhu He

25 papers at tracked venues · 16 at CORE A* · active 2024–2026

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Venues

ACL ×9EMNLP ×7AAAI ×5NAACL ×2ICLR ×1NeurIPS ×1

Frequent coauthors

Kang Liu
×22
Jun Zhao
×20
Huanxuan Liao
×6
Fangyu Lei
×5
Yao Xu
×5
Yiming Huang
×4
Yanchao Hao
×4
Wangtao Sun
×3
Jiabei Chen
×3
Guang Liu
×3
Jianwen Luo
×2
Jinxiang Meng
×2

Papers

  1. GATE: Graph-based Adaptive Tool Evolution Across Diverse Tasks
    ACL 2026 ·
    Jianwen Luo
    ,
    Yiming Huang
    ,
    Jinxiang Meng
    ,
    Fangyu Lei
    , Shizhu He,
    Xiao Liu
    ,
    Shanshan Jiang
    ,
    Bin Dong
    ,
    Jun Zhao
    ,
    Kang Liu
  2. Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs
    ACL 2026 ·
    Jinhui Chen
    , Shizhu He,
    Xingchang Yang
    ,
    Huanxuan Liao
    ,
    Yequan Wang
    ,
    Xiangwen Liao
    ,
    Wenhao Teng
    ,
    Kang Liu
    ,
    Jun Zhao
  3. Progressive Re-ranking for Multimodal Retrieval-Augmented Generation via Curriculum Learning
    ACL 2026 ·
    Zhu Min
    ,
    Yanchao Hao
    ,
    Jian Liu
    , Shizhu He,
    Xi Chen
  4. Seeing Is Believing: Grounding Long-Video Understanding in Spatio-Temporal Visual Evidence
    AAAI 2026 ·
    Zhaoyang Wei
    ,
    Guoliang Wang
    ,
    Guohua Gao
    ,
    Yanchao Hao
    ,
    Mingda Li
    ,
    Wenchao Ding
    ,
    Xi Chen
    , Shizhu He,
    Xuehui Yu
  5. Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models
    ACL 2026 ·
    Wangtao Sun
    ,
    Haotian Xu
    ,
    Huanxuan Liao
    ,
    Xuanqing Yu
    ,
    Zhongtao Jiang
    , Shizhu He,
    Jun Zhao
    ,
    Kang Liu
  6. SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning
    AAAI 2026 ·
    Huanxuan Liao
    ,
    Yixing Xu
    , Shizhu He,
    Guanchen Li
    ,
    Xuanwu Yin
    ,
    Dong Li
    ,
    Emad Barsoum
    ,
    Jun Zhao
    ,
    Kang Liu
  7. Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs
    ACL 2026 ·
    Huanxuan Liao
    , Shizhu He,
    Yupu Hao
    ,
    Yequan Wang
    ,
    Wenhao Teng
    ,
    Xiangwen Liao
    ,
    Jun Zhao
    ,
    Kang Liu
  8. TaREx: Reinforcement Learning for Code-Driven Table Reasoning
    AAAI 2026 ·
    Fangyu Lei
    ,
    Jinxiang Meng
    ,
    Yiming Huang
    , Shizhu He,
    Jun Zhao
    ,
    Kang Liu
  9. HFF-Tracker: A Hierarchical Fine-grained Fusion Tracker for Referring Multi-Object Tracking
    AAAI 2025 ·
    Zeyong Zhao
    ,
    Yanchao Hao
    ,
    Minghao Zhang
    ,
    Qingbin Liu
    ,
    Bo Li
    ,
    Dianbo Sui
    , Shizhu He,
    Xi Chen
  10. KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model
    EMNLP 2025 ·
    Shun Wu
    ,
    Di Wu
    ,
    Wangtao Sun
    ,
    Ziyang Huang
    ,
    Xiaowei Yuan
    ,
    Kun Luo
    ,
    Xueyou Zhang
    , Shizhu He,
    Jun Zhao
    ,
    Kang Liu
  11. LLaSA: Large Language and Structured Data Assistant
    NAACL 2025 ·
    Yao Xu
    , Shizhu He,
    Jiabei Chen
    ,
    ZengXiangrong ZengXiangrong
    ,
    Bingning Wang
    ,
    Guang Liu
    ,
    Jun Zhao
    ,
    Kang Liu
  12. Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing
    EMNLP 2025 ·
    Cunli Mao
    ,
    Xiaofei Gao
    ,
    Ran Song
    , Shizhu He,
    Shengxiang Gao
    ,
    Kang Liu
    ,
    Zhengtao Yu
  13. Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models
    ACL 2025 ·
    Yuqiao Tan
    , Shizhu He,
    Kang Liu
    ,
    Jun Zhao
  14. Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks
    AAAI 2025 ·
    Huanxuan Liao
    , Shizhu He,
    Yao Xu
    ,
    Yuanzhe Zhang
    ,
    Kang Liu
    ,
    Jun Zhao
  15. Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval
    ACL 2025 ·
    Jiabei Chen
    ,
    Guang Liu
    , Shizhu He,
    Kun Luo
    ,
    Yao Xu
    ,
    Jun Zhao
    ,
    Kang Liu
  16. Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning
    EMNLP 2025 ·
    Chengfeng Zhao
    , Shizhu He,
    Shanshan Jiang
    ,
    Bin Dong
    ,
    Jun Zhao
    ,
    Kang Liu
  17. DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models
    EMNLP 2024 ·
    Yiming Huang
    ,
    Jianwen Luo
    ,
    Yan Yu
    ,
    Yitong Zhang
    ,
    Fangyu Lei
    ,
    Yifan Wei
    , Shizhu He,
    Lifu Huang
    ,
    Xiao Liu
    ,
    Jun Zhao
    ,
    Kang Liu
  18. Does Large Language Model Contain Task-Specific Neurons?
    EMNLP 2024 ·
    Ran Song
    , Shizhu He,
    Shuting Jiang
    ,
    Yantuan Xian
    ,
    Shengxiang Gao
    ,
    Kang Liu
    ,
    Zhengtao Yu
  19. From Instance Training to Instruction Learning: Task Adapters Generation from Instructions
    NeurIPS 2024 ·
    Huanxuan Liao
    , Shizhu He,
    Yao Xu
    ,
    Yuanzhe Zhang
    ,
    Yanchao Hao
    ,
    Shengping Liu
    ,
    Kang Liu
    ,
    Jun Zhao
  20. Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering
    EMNLP 2024 ·
    Yao Xu
    , Shizhu He,
    Jiabei Chen
    ,
    Zihao Wang
    ,
    Yangqiu Song
    ,
    Hanghang Tong
    ,
    Guang Liu
    ,
    Jun Zhao
    ,
    Kang Liu
  21. Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization
    EMNLP 2024 ·
    Zhiqi Wang
    , Shizhu He,
    Kang Liu
    ,
    Jun Zhao
  22. ItD: Large Language Models Can Teach Themselves Induction through Deduction
    ACL 2024 ·
    Wangtao Sun
    ,
    Haotian Xu
    ,
    Xuanqing Yu
    ,
    Pei Chen
    , Shizhu He,
    Jun Zhao
    ,
    Kang Liu
  23. Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks
    ICLR 2024 ·
    Yixuan Weng
    ,
    Minjun Zhu
    ,
    Fei Xia
    ,
    Bin Li
    , Shizhu He,
    Kang Liu
    ,
    Jun Zhao
  24. S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Model
    NAACL 2024 ·
    Fangyu Lei
    ,
    Qian Liu
    ,
    Yiming Huang
    , Shizhu He,
    Jun Zhao
    ,
    Kang Liu
  25. Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering
    ACL 2024 ·
    Xiang Li
    , Shizhu He,
    Fangyu Lei
    ,
    JunYang JunYang
    ,
    Tianhuang Su
    ,
    Kang Liu
    ,
    Jun Zhao