PPaperPicks

Yuan Fang

Singapore Management University, School of Information Systems, Singapore

32 papers at tracked venues · 18 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-4265-5289 ↗Google Scholar ↗Homepage ↗

Venues

WWW ×7SIGKDD ×6WSDM ×5AAAI ×3EMNLP ×3CIKM ×2IJCAI ×2ACL ×1NAACL ×1SIGIR ×1WACV ×1

Frequent coauthors

Xingtong Yu
×6
Chuan Shi
×5
Yuxia Wu
×5
Xinming Zhang
×4
Sethupathy Parameswaran
×3
Chang Zhou
×3
Xiaoli Li
×3
Lizi Liao
×3
Suresh Sundaram
×2
Zemin Liu
×2
Chandan Gautam
×2
Savitha Ramasamy
×2

Papers

  1. G-TRAC: Graph-textual Representations Alignment for Cold-start Recommendations
    WSDM 2026 ·
    Li-Yang Chang
    , Yuan Fang,
    Ming-Feng Tsai
    ,
    Chuan-Ju Wang
  2. Prompt Tuning without Labeled Samples for Zero-Shot Node Classification in Text-Attributed Graphs
    WSDM 2026 ·
    Sethupathy Parameswaran
    ,
    Suresh Sundaram
    , Yuan Fang
  3. THGB: A Comprehensive Benchmark for Text-attributed Heterogeneous Graphs
    AAAI 2026 ·
    Lixin Zhou
    ,
    Zemin Liu
    , Yuan Fang,
    Dan Niu
    ,
    Jing Ying
  4. Time-Aware Adaptive Side Information Fusion for Sequential Recommendation
    WSDM 2026 ·
    Jie Luo
    ,
    Wenyu Zhang
    ,
    Xinming Zhang
    , Yuan Fang
  5. A Contrastive Framework with User, Item and Review Alignment for Recommendation
    WSDM 2025 ·
    Hoang V. Dong
    , Yuan Fang,
    Hady W. Lauw
  6. Advancing Molecular Graph-Text Pre-training via Fine-grained Alignment
    SIGKDD 2025 ·
    Yibo Li
    , Yuan Fang,
    Mengmei Zhang
    ,
    Chuan Shi
  7. An Aspect Performance-aware Hypergraph Neural Network for Review-based Recommendation
    WSDM 2025 ·
    Junrui Liu
    ,
    Tong Li
    ,
    Di Wu
    ,
    Zifang Tang
    , Yuan Fang,
    Zhen Yang
  8. EVA-MVC: Equitable View-weight Allocation for Generic Multi-View Clustering
    WWW 2025 · Yuan Fang,
    Xiaofeng Feng
    ,
    Geping Yang
    ,
    Ruichu Cai
    ,
    Yiyang Yang
    ,
    Zhiguo Gong
    ,
    Zhifeng Hao
  9. Exploring the Potential of Large Language Models for Heterophilic Graphs
    NAACL 2025 ·
    Yuxia Wu
    ,
    Shujie Li
    , Yuan Fang,
    Chuan Shi
  10. Few-Shot Learning on Graphs: From Meta-Learning to LLM-empowered Pre-Training and Beyond
    WWW 2025 · Yuan Fang,
    Yuxia Wu
    ,
    Xingtong Yu
    ,
    Shirui Pan
  11. GCoT: Chain-of-Thought Prompt Learning for Graphs
    SIGKDD 2025 ·
    Xingtong Yu
    ,
    Chang Zhou
    ,
    Zhongwei Kuai
    ,
    Xinming Zhang
    , Yuan Fang
  12. Graph Positional Autoencoders as Self-supervised Learners
    SIGKDD 2025 ·
    Yang Liu
    ,
    Deyu Bo
    ,
    Wenxuan Cao
    , Yuan Fang,
    Yawen Li
    ,
    Chuan Shi
  13. Learning to Identify Seen, Unseen and Unknown in the Open World: A Practical Setting for Zero-Shot Learning
    WACV 2025 ·
    Sethupathy Parameswaran
    , Yuan Fang,
    Chandan Gautam
    ,
    Savitha Ramasamy
    ,
    Xiaoli Li
  14. Non-Homophilic Graph Pre-Training and Prompt Learning
    SIGKDD 2025 ·
    Xingtong Yu
    ,
    Jie Zhang
    , Yuan Fang,
    Renhe Jiang
  15. Quantizing Text-attributed Graphs for Semantic-Structural Integration
    SIGKDD 2025 ·
    Jianyuan Bo
    ,
    Hao Wu
    , Yuan Fang
  16. Retrieval Augmented Generation for Dynamic Graph Modeling
    SIGIR 2025 ·
    Yuxia Wu
    ,
    Lizi Liao
    , Yuan Fang
  17. SAMGPT: Text-free Graph Foundation Model for Multi-domain Pre-training and Cross-domain Adaptation
    WWW 2025 ·
    Xingtong Yu
    ,
    Zechuan Gong
    ,
    Chang Zhou
    , Yuan Fang,
    Hui Zhang
  18. Unified Molecule Pre-training with Flexible 2D and 3D Modalities: Single and Paired Modality Integration
    CIKM 2025 ·
    Tengwei Song
    ,
    Min Wu
    , Yuan Fang
  19. Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning
    AAAI 2025 ·
    Qiannan Zhang
    ,
    Shichao Pei
    , Yuan Fang,
    Xiangliang Zhang
  20. A Learned Generalized Geodesic Distance Function-Based Approach for Node Feature Augmentation on Graphs
    SIGKDD 2024 ·
    Amitoz Azad
    , Yuan Fang
  21. A Survey of Ontology Expansion for Conversational Understanding
    EMNLP 2024 ·
    Jinggui Liang
    ,
    Yuxia Wu
    , Yuan Fang,
    Hao Fei
    ,
    Lizi Liao
  22. Class Name Guided Out-of-Scope Intent Classification
    EMNLP 2024 ·
    Chandan Gautam
    ,
    Sethupathy Parameswaran
    ,
    Aditya Kane
    , Yuan Fang,
    Savitha Ramasamy
    ,
    Suresh Sundaram
    ,
    Sunil Sahu
    ,
    Xiaoli Li
  23. Collaborative Cross-modal Fusion with Large Language Model for Recommendation
    CIKM 2024 ·
    Zhongzhou Liu
    ,
    Hao Zhang
    ,
    Kuicai Dong
    , Yuan Fang
  24. Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge Graphs
    EMNLP 2024 ·
    Liu Ran
    ,
    Zhongzhou Liu
    ,
    Xiaoli Li
    , Yuan Fang
  25. Contrastive General Graph Matching with Adaptive Augmentation Sampling
    IJCAI 2024 ·
    Jianyuan Bo
    , Yuan Fang
  26. Diffusion-based Negative Sampling on Graphs for Link Prediction
    WWW 2024 ·
    Trung-Kien Nguyen
    , Yuan Fang
  27. HGPrompt: Bridging Homogeneous and Heterogeneous Graphs for Few-Shot Prompt Learning
    AAAI 2024 ·
    Xingtong Yu
    , Yuan Fang,
    Zemin Liu
    ,
    Xinming Zhang
  28. Heterogeneous Graph Transformer with Poly-Tokenization
    IJCAI 2024 ·
    Zhiyuan Lu
    , Yuan Fang,
    Cheng Yang
    ,
    Chuan Shi
  29. Lecture-style Tutorial: Towards Graph Foundation Models
    WWW 2024 ·
    Chuan Shi
    ,
    Cheng Yang
    , Yuan Fang,
    Lichao Sun
    ,
    Philip S. Yu
  30. MultiGPrompt for Multi-Task Pre-Training and Prompting on Graphs
    WWW 2024 ·
    Xingtong Yu
    ,
    Chang Zhou
    , Yuan Fang,
    Xinming Zhang
  31. On the Feasibility of Simple Transformer for Dynamic Graph Modeling
    WWW 2024 ·
    Yuxia Wu
    , Yuan Fang,
    Lizi Liao
  32. SIBO: A Simple Booster for Parameter-Efficient Fine-Tuning
    ACL 2024 ·
    Zhihao Wen
    ,
    Jie Zhang
    , Yuan Fang