PPaperPicks

Xiao Huang

Hong Kong Polytechnic University, Department of Computing, Hong Kong

33 papers at tracked venues · 26 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-3867-900X ↗Google Scholar ↗Homepage ↗

Venues

ACL ×9NeurIPS ×4WWW ×4AAAI ×3ICML ×3IJCAI ×3SIGKDD ×3EMNLP ×2AAMAS ×1CIKM ×1

Frequent coauthors

Qinggang Zhang
×13
Hao Chen
×11
Junnan Dong
×10
Feiran Huang
×8
Chuang Zhou
×8
Yilin Xiao
×7
Chang Yang
×7
Xinrun Wang
×6
Huachi Zhou
×6
Shengyuan Chen
×6
Yujing Zhang
×5
Zheng Yuan
×5

Papers

  1. Benchmarking LLMs' Mathematical Reasoning with Unseen Random Variables Questions
    AAAI 2026 ·
    Zijin Hong
    ,
    Hao Wu
    ,
    Su Dong
    ,
    Junnan Dong
    ,
    Yilin Xiao
    ,
    Yujing Zhang
    ,
    Zhu Wang
    ,
    Feiran Huang
    ,
    Linyi Li
    ,
    Hongxia Yang
    , Xiao Huang
  2. Collision to Cognition: Hash-Driven Graph Construction for Efficient RAG
    ACL 2026 ·
    Chuang Zhou
    ,
    Zheng Yuan
    ,
    Linhao Luo
    ,
    Zhaozhuo Xu
    ,
    Yilin Xiao
    ,
    Junnan Dong
    ,
    Siyu An
    ,
    Di Yin
    ,
    Xing Sun
    , Xiao Huang
  3. FinMaster: A Holistic Benchmark for Full-Pipeline Financial Management with Large Language Models
    ACL 2026 ·
    Junzhe Jiang
    ,
    Chang Yang
    ,
    Aixin Cui
    ,
    Sihan Jin
    ,
    Yujing Zhang
    ,
    Yilin Xiao
    ,
    Ruiyu Wang
    ,
    Bo Li
    , Xiao Huang,
    Danny Dongning Sun
    ,
    Xinrun Wang
  4. LLM Collaborative Filtering: User-Item Graph as New Language
    AAAI 2026 ·
    Huachi Zhou
    ,
    Yujing Zhang
    ,
    Hao Chen
    ,
    Qinggang Zhang
    ,
    Qijie Shen
    ,
    Feiran Huang
    , Xiao Huang
  5. LoSemB: Logic-Guided Semantic Bridging for Inductive Tool Retrieval
    WWW 2026 ·
    Luyao Zhuang
    ,
    Qinggang Zhang
    ,
    Huachi Zhou
    ,
    Yujing Zhang
    , Xiao Huang
  6. LogicPoison: Logical Attacks on Graph Retrieval-Augmented Generation
    ACL 2026 ·
    Yilin Xiao
    ,
    Jin Chen
    ,
    Qinggang Zhang
    ,
    Yujing Zhang
    ,
    Chuang Zhou
    ,
    Longhao Yang
    ,
    Lingfei Ren
    ,
    Xin Yang
    , Xiao Huang
  7. Query-Aware Knowledge Retrieval via Hyperbolic Structuring
    ACL 2026 ·
    Chuang Zhou
    ,
    Junnan Dong
    ,
    Yilin Xiao
    ,
    Shengyuan Chen
    ,
    Su Dong
    ,
    Di Yin
    ,
    Xing Sun
    ,
    Zhaozhuo Xu
    , Xiao Huang
  8. You Don't Need Pre-Built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures
    AAAI 2026 ·
    Shengyuan Chen
    ,
    Chuang Zhou
    ,
    Zheng Yuan
    ,
    Qinggang Zhang
    ,
    Zeyang Cui
    ,
    Hao Chen
    ,
    Yilin Xiao
    ,
    Jiannong Cao
    , Xiao Huang
  9. AliBoost: Ecological Boosting Framework in Alibaba Platform
    SIGKDD 2025 ·
    Qijie Shen
    ,
    Yuanchen Bei
    ,
    Zihong Huang
    ,
    Jialin Zhu
    ,
    Keqin Xu
    ,
    Boya Du
    ,
    Jiawei Tang
    ,
    Yuning Jiang
    ,
    Feiran Huang
    , Xiao Huang,
    Hao Chen
  10. Each graph is a new language: Graph Learning with LLMs
    ACL 2025 ·
    Huachi Zhou
    ,
    Jiahe Du
    ,
    Chuang Zhou
    ,
    Chang Yang
    ,
    Yilin Xiao
    ,
    Yuxuan Xie
    , Xiao Huang
  11. Efficient Integration of External Knowledge to LLM-based World Models via Retrieval-Augmented Generation and Reinforcement Learning
    EMNLP 2025 ·
    Chang Yang
    ,
    Xinrun Wang
    ,
    Qinggang Zhang
    ,
    Qi Jiang
    , Xiao Huang
  12. NeuSymEA: Neuro-symbolic Entity Alignment via Variational Inference
    NeurIPS 2025 ·
    Shengyuan Chen
    ,
    Zheng Yuan
    ,
    Qinggang Zhang
    ,
    Wen Hua
    ,
    Jiannong Cao
    , Xiao Huang
  13. Retrieval Augmented Zero-Shot Enzyme Generation for Specified Substrate
    ICML 2025 ·
    Jiahe Du
    ,
    Kaixiong Zhou
    ,
    Xinyu Hong
    ,
    Zhaozhuo Xu
    ,
    Jinbo Xu
    , Xiao Huang
  14. Structure-Guided Large Language Models for Text-to-SQL Generation
    ICML 2025 ·
    Qinggang Zhang
    ,
    Hao Chen
    ,
    Junnan Dong
    ,
    Shengyuan Chen
    ,
    Feiran Huang
    , Xiao Huang
  15. Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation
    ACL 2025 ·
    Chuang Zhou
    ,
    Zhu Wang
    ,
    Shengyuan Chen
    ,
    Jiahe Du
    ,
    Qiyuan Zheng
    ,
    Zhaozhuo Xu
    , Xiao Huang
  16. Configurable Mirror Descent: Towards a Unification of Decision Making
    ICML 2024 ·
    Pengdeng Li
    ,
    Shuxin Li
    ,
    Chang Yang
    ,
    Xinrun Wang
    ,
    Shuyue Hu
    , Xiao Huang,
    Hau Chan
    ,
    Bo An
  17. Cost-efficient Knowledge-based Question Answering with Large Language Models
    NeurIPS 2024 ·
    Junnan Dong
    ,
    Qinggang Zhang
    ,
    Chuang Zhou
    ,
    Hao Chen
    ,
    Daochen Zha
    , Xiao Huang
  18. Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start Recommendation
    WWW 2024 ·
    Xuansheng Wu
    ,
    Huachi Zhou
    ,
    Yucheng Shi
    ,
    Wenlin Yao
    , Xiao Huang,
    Ninghao Liu
  19. Denoising-Aware Contrastive Learning for Noisy Time Series
    IJCAI 2024 ·
    Shuang Zhou
    ,
    Daochen Zha
    ,
    Xiao Shen
    , Xiao Huang,
    Rui Zhang
    ,
    Korris Fu-Lai Chung
  20. Enhancing Explainable Rating Prediction through Annotated Macro Concepts
    ACL 2024 ·
    Huachi Zhou
    ,
    Shuang Zhou
    ,
    Hao Chen
    ,
    Ninghao Liu
    ,
    Fan Yang
    , Xiao Huang
  21. Entity Alignment with Noisy Annotations from Large Language Models
    NeurIPS 2024 ·
    Shengyuan Chen
    ,
    Qinggang Zhang
    ,
    Junnan Dong
    ,
    Wen Hua
    ,
    Qing Li
    , Xiao Huang
  22. Feedback Reciprocal Graph Collaborative Filtering
    CIKM 2024 ·
    Weijun Chen
    ,
    Yuanchen Bei
    ,
    Qijie Shen
    ,
    Hao Chen
    , Xiao Huang,
    Feiran Huang
  23. KnowGPT: Knowledge Graph based Prompting for Large Language Models
    NeurIPS 2024 ·
    Qinggang Zhang
    ,
    Junnan Dong
    ,
    Hao Chen
    ,
    Daochen Zha
    ,
    Zailiang Yu
    , Xiao Huang
  24. Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM
    ACL 2024 ·
    Zijin Hong
    ,
    Zheng Yuan
    ,
    Hao Chen
    ,
    Qinggang Zhang
    ,
    Feiran Huang
    , Xiao Huang
  25. Large Language Models for Graph Learning
    WWW 2024 ·
    Yujuan Ding
    ,
    Wenqi Fan
    , Xiao Huang,
    Qing Li
  26. Logical Reasoning with Relation Network for Inductive Knowledge Graph Completion
    SIGKDD 2024 ·
    Qinggang Zhang
    ,
    Keyu Duan
    ,
    Junnan Dong
    ,
    Pai Zheng
    , Xiao Huang
  27. Macro Graph Neural Networks for Online Billion-Scale Recommender Systems
    WWW 2024 ·
    Hao Chen
    ,
    Yuanchen Bei
    ,
    Qijie Shen
    ,
    Yue Xu
    ,
    Sheng Zhou
    ,
    Wenbing Huang
    ,
    Feiran Huang
    ,
    Senzhang Wang
    , Xiao Huang
  28. Modality-Aware Integration with Large Language Models for Knowledge-Based Visual Question Answering
    ACL 2024 ·
    Junnan Dong
    ,
    Qinggang Zhang
    ,
    Huachi Zhou
    ,
    Daochen Zha
    ,
    Pai Zheng
    , Xiao Huang
  29. Multi-Behavior Collaborative Filtering with Partial Order Graph Convolutional Networks
    SIGKDD 2024 ·
    Yijie Zhang
    ,
    Yuanchen Bei
    ,
    Hao Chen
    ,
    Qijie Shen
    ,
    Zheng Yuan
    ,
    Huan Gong
    ,
    Senzhang Wang
    ,
    Feiran Huang
    , Xiao Huang
  30. QUEST: Efficient Extreme Multi-Label Text Classification with Large Language Models on Commodity Hardware
    EMNLP 2024 ·
    Chuang Zhou
    ,
    Junnan Dong
    , Xiao Huang,
    Zirui Liu
    ,
    Kaixiong Zhou
    ,
    Zhaozhuo Xu
  31. Reinforcement Nash Equilibrium Solver
    AAMAS 2024 ·
    Xinrun Wang
    ,
    Chang Yang
    ,
    Shuxin Li
    ,
    Pengdeng Li
    , Xiao Huang,
    Hau Chan
    ,
    Bo An
  32. Reinforcement Nash Equilibrium Solver
    IJCAI 2024 ·
    Xinrun Wang
    ,
    Chang Yang
    ,
    Shuxin Li
    ,
    Pengdeng Li
    , Xiao Huang,
    Hau Chan
    ,
    Bo An
  33. Self-adaptive PSRO: Towards an Automatic Population-based Game Solver
    IJCAI 2024 ·
    Pengdeng Li
    ,
    Shuxin Li
    ,
    Chang Yang
    ,
    Xinrun Wang
    , Xiao Huang,
    Hau Chan
    ,
    Bo An