PPaperPicks

Junyu Luo

Peking University, Beijing, China

23 papers at tracked venues · 17 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Xiao Luo
×19
Ming Zhang
×18
Zhiping Xiao
×16
Wei Ju
×13
Yusheng Zhao
×7
Yifan Wang
×6
Jingyang Yuan
×5
Bohan Wu
×3
Weizhi Zhang
×3
Philip S. Yu
×3
Zhizhuo Kou
×3
Liming Yang
×2

Papers

  1. A Survey of Reinforcement Learning for Large Language Models under Data Scarcity: Challenges and Solutions
    ACL 2026 ·
    Zhiyin Yu
    ,
    Yuchen Mou
    ,
    Juncheng Yan
    , Junyu Luo,
    Chunchun Chen
    ,
    Xing Wei
    ,
    Yunhui Liu
    ,
    Hongru Sun
    ,
    Yuxing Zhang
    ,
    Jun Xu
    ,
    Yatao Bian
    ,
    Ming Zhang
    ,
    Wei Ye
    ,
    Tieke He
    ,
    Jie Yang
    ,
    Guanjie Zheng
    ,
    Zhonghai Wu
    ,
    Bo Zhang
    ,
    Lei Bai
    ,
    Xiao Luo
  2. BAMAS: Structuring Budget-Aware Multi-Agent Systems
    AAAI 2026 ·
    Liming Yang
    , Junyu Luo,
    Xuanzhe Liu
    ,
    Yiling Lou
    ,
    Zhenpeng Chen
  3. CogniTrust: Cognitive Memory-Driven Verifiable Supervision for Robust Hashing
    AAAI 2026 ·
    Yiyang Gu
    ,
    Bohan Wu
    ,
    Yifang Qin
    ,
    Jiaru Tang
    ,
    Rong-Cheng Tu
    ,
    Zhiping Xiao
    ,
    Taian Guo
    , Junyu Luo,
    Wei Ju
    ,
    Xiao Luo
    ,
    Dacheng Tao
    ,
    Ming Zhang
  4. DisCo: Diffusion-guided Unbiased Discriminative Learning for Unsupervised Graph Domain Adaptation
    SIGKDD 2026 ·
    Haodong Zhang
    ,
    Tao Ren
    ,
    Changhu Wang
    ,
    Yifan Wang
    ,
    Wei Ju
    ,
    Huaizhi Tang
    , Junyu Luo,
    Zimo Wang
    ,
    Ziyue Qiao
    ,
    Xian-Sheng Hua
    ,
    Xiao Luo
  5. SciCustom: A Framework for Custom Evaluation of Scientific Capabilities in Large Language Models
    ACL 2026 ·
    Yiyang Gu
    ,
    Junwei Yang
    , Junyu Luo,
    Ye Yuan
    ,
    Bin Feng
    ,
    Yingce Xia
    ,
    Shufang Xie
    ,
    Kaili Liu
    ,
    Bohan Wu
    ,
    Qi Shi
    ,
    Haoran Li
    ,
    Beier Xiao
    ,
    Zhiping Xiao
    ,
    Xiao Luo
    ,
    Weizhi Zhang
    ,
    Philip S. Yu
    ,
    Zequn Liu
    ,
    Ming Zhang
  6. Space-based Parameter Evolving with Lightweight Optimization for Graph Adaptation to Evolving Shifts
    WWW 2026 · Junyu Luo,
    Zixuan Ouyang
    ,
    Xiao Luo
    ,
    Hourun Li
    ,
    Zhiping Xiao
    ,
    Yifan Wang
    ,
    Ming Zhang
  7. A Survey of RAG-Reasoning Systems in Large Language Models
    EMNLP 2025 ·
    Yangning Li
    ,
    Weizhi Zhang
    ,
    Yuyao Yang
    ,
    Wei-Chieh Huang
    ,
    Yaozu Wu
    , Junyu Luo,
    Yuanchen Bei
    ,
    Henry Peng Zou
    ,
    Xiao Luo
    ,
    Yusheng Zhao
    ,
    Chunkit Chan
    ,
    Yankai Chen
    ,
    Zhongfen Deng
    ,
    Yinghui Li
    ,
    Hai-Tao Zheng
    ,
    Dongyuan Li
    ,
    Renhe Jiang
    ,
    Ming Zhang
    ,
    Yangqiu Song
    ,
    Philip S. Yu
  8. A Survey on Efficient Large Language Model Training: From Data-centric Perspectives
    ACL 2025 · Junyu Luo,
    Bohan Wu
    ,
    Xiao Luo
    ,
    Zhiping Xiao
    ,
    Yiqiao Jin
    ,
    Rong-Cheng Tu
    ,
    Nan Yin
    ,
    Yifan Wang
    ,
    Jingyang Yuan
    ,
    Wei Ju
    ,
    Ming Zhang
  9. Attention Bootstrapping for Multi-Modal Test-Time Adaptation
    AAAI 2025 ·
    Yusheng Zhao
    , Junyu Luo,
    Xiao Luo
    ,
    Jinsheng Huang
    ,
    Jingyang Yuan
    ,
    Zhiping Xiao
    ,
    Ming Zhang
  10. Automate Strategy Finding with LLM in Quant Investment
    EMNLP 2025 ·
    Zhizhuo Kou
    ,
    Holam Yu
    , Junyu Luo,
    Jingshu Peng
    ,
    Xujia Li
    ,
    Chengzhong Liu
    ,
    Juntao Dai
    ,
    Lei Chen
    ,
    Sirui Han
    ,
    Yike Guo
  11. Dual Prototype-Enhanced Contrastive Framework for Class-Imbalanced Graph Domain Adaptation
    NeurIPS 2025 ·
    Xin Ma
    ,
    Yifan Wang
    ,
    Siyu Yi
    ,
    Wei Ju
    , Junyu Luo,
    Yusheng Zhao
    ,
    Xiao Luo
    ,
    Jiancheng Lv
  12. FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation
    ACL 2025 · Junyu Luo,
    Zhizhuo Kou
    ,
    Liming Yang
    ,
    Xiao Luo
    ,
    Jinsheng Huang
    ,
    Zhiping Xiao
    ,
    Jingshu Peng
    ,
    Chengzhong Liu
    ,
    Jiaming Ji
    ,
    Xuanzhe Liu
    ,
    Sirui Han
    ,
    Ming Zhang
    ,
    Yike Guo
  13. Future Matters for Present: Towards Effective Physical Simulation over Meshes
    SIGKDD 2025 ·
    Xiao Luo
    , Junyu Luo,
    Huiyu Jiang
    ,
    Hang Zhou
    ,
    Zhiping Xiao
    ,
    Wei Ju
    ,
    Carl Ji Yang
    ,
    Ming Zhang
    ,
    Yizhou Sun
  14. Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness
    EMNLP 2025 ·
    Yusheng Zhao
    ,
    Xiao Luo
    , Junyu Luo,
    Weizhi Zhang
    ,
    Zhiping Xiao
    ,
    Wei Ju
    ,
    Philip S. Yu
    ,
    Ming Zhang
  15. Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention
    ACL 2025 ·
    Jingyang Yuan
    ,
    Huazuo Gao
    ,
    Damai Dai
    , Junyu Luo,
    Liang Zhao
    ,
    Zhengyan Zhang
    ,
    Zhenda Xie
    ,
    Yuxing Wei
    ,
    Lean Wang
    ,
    Zhiping Xiao
    ,
    Yuqing Wang
    ,
    Chong Ruan
    ,
    Ming Zhang
    ,
    Wenfeng Liang
    ,
    Wangding Zeng
  16. Semi-supervised Fine-tuning for Large Language Models
    NAACL 2025 · Junyu Luo,
    Xiao Luo
    ,
    Xiusi Chen
    ,
    Zhiping Xiao
    ,
    Wei Ju
    ,
    Ming Zhang
  17. Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation
    ICML 2025 · Junyu Luo,
    Yuhao Tang
    ,
    Yiwei Fu
    ,
    Xiao Luo
    ,
    Zhizhuo Kou
    ,
    Zhiping Xiao
    ,
    Wei Ju
    ,
    Wentao Zhang
    ,
    Ming Zhang
  18. TRACI: A Data-centric Approach for Multi-Domain Generalization on Graphs
    AAAI 2025 ·
    Yusheng Zhao
    ,
    Changhu Wang
    ,
    Xiao Luo
    , Junyu Luo,
    Wei Ju
    ,
    Zhiping Xiao
    ,
    Ming Zhang
  19. Test-time Adaptation on Graphs via Adaptive Subgraph-based Selection and Regularized Prototypes
    ICML 2025 ·
    Yusheng Zhao
    ,
    Qixin Zhang
    ,
    Xiao Luo
    , Junyu Luo,
    Wei Ju
    ,
    Zhiping Xiao
    ,
    Ming Zhang
  20. A Survey of Data-Efficient Graph Learning
    IJCAI 2024 ·
    Wei Ju
    ,
    Siyu Yi
    ,
    Yifan Wang
    ,
    Qingqing Long
    , Junyu Luo,
    Zhiping Xiao
    ,
    Ming Zhang
  21. EGODE: An Event-attended Graph ODE Framework for Modeling Rigid Dynamics
    NeurIPS 2024 ·
    Jingyang Yuan
    ,
    Gongbo Sun
    ,
    Zhiping Xiao
    ,
    Hang Zhou
    ,
    Xiao Luo
    , Junyu Luo,
    Yusheng Zhao
    ,
    Wei Ju
    ,
    Ming Zhang
  22. Multi- View Teacher with Curriculum Data Fusion for Robust Unsupervised Domain Adaptation
    ICDE 2024 ·
    Yuhao Tang
    , Junyu Luo,
    Ling Yang
    ,
    Xiao Luo
    ,
    Wentao Zhang
    ,
    Bin Cui
  23. Rank and Align: Towards Effective Source-free Graph Domain Adaptation
    IJCAI 2024 · Junyu Luo,
    Zhiping Xiao
    ,
    Yifan Wang
    ,
    Xiao Luo
    ,
    Jingyang Yuan
    ,
    Wei Ju
    ,
    Langechuan Liu
    ,
    Ming Zhang