PPaperPicks

Guansong Pang

Singapore Management University

36 papers at tracked venues · 30 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-9877-2716 ↗Homepage ↗

Venues

NeurIPS ×6AAAI ×5CVPR ×5SIGKDD ×3ACM MM ×2ICCV ×2ICLR ×2ICML ×2IJCAI ×2WWW ×2CIKM ×1ECAI ×1ECML-PKDD ×1ICDE ×1WACV ×1

Frequent coauthors

Hezhe Qiao
×7
Xiao Bai
×6
Wenjun Miao
×5
Jin Zheng
×5
Peng Wu
×5
Peng Wang
×4
Chaoxi Niu
×4
Ling Chen
×4
Yanning Zhang
×4
Jiawen Zhu
×3
Qingsen Yan
×3
Qingsong Wen
×3

Papers

  1. MTAttack: Multi-Target Backdoor Attacks Against Large Vision-Language Models
    AAAI 2026 ·
    Zihan Wang
    , Guansong Pang,
    Wenjun Miao
    ,
    Jin Zheng
    ,
    Xiao Bai
  2. Robust Graph Learning on the Web: Challenges, Methods, and Applications
    WWW 2026 ·
    Xiang Ao
    ,
    Yang Liu
    , Guansong Pang,
    Yuanhao Ding
    ,
    Hezhe Qiao
    ,
    Dawei Cheng
    ,
    Qing He
  3. TargetVAU: Multimodal Anomaly-Aware Reasoning for Target Behavior Understanding in Videos
    AAAI 2026 ·
    Lingru Zhou
    ,
    Peng Wu
    ,
    Manqing Zhang
    ,
    Qingsheng Wang
    , Guansong Pang,
    Peng Wang
  4. Adaptive Deviation Learning for Visual Anomaly Detection with Data Contamination
    WACV 2025 ·
    Anindya Sundar Das
    , Guansong Pang,
    Monowar Bhuyan
  5. AffinityTune: A Prompt-Tuning Framework for Few-Shot Anomaly Detection on Graphs
    SIGKDD 2025 ·
    Jingyan Chen
    ,
    Guanghui Zhu
    , Guansong Pang,
    Chunfeng Yuan
    ,
    Yihua Huang
  6. AnomalyGFM: Graph Foundation Model for Zero/Few-shot Anomaly Detection
    SIGKDD 2025 ·
    Hezhe Qiao
    ,
    Chaoxi Niu
    ,
    Ling Chen
    , Guansong Pang
  7. Auxiliary Prompt Tuning of Vision-Language Models for Few-Shot Out-of-Distribution Detection
    ICCV 2025 ·
    Wenjun Miao
    , Guansong Pang,
    Zihan Wang
    ,
    Jin Zheng
    ,
    Xiao Bai
  8. Fine-Grained Abnormality Prompt Learning for Zero-Shot Anomaly Detection
    ICCV 2025 ·
    Jiawen Zhu
    ,
    Yew-Soon Ong
    ,
    Chunhua Shen
    , Guansong Pang
  9. FreqLLM: Frequency-Aware Large Language Models for Time Series Forecasting
    IJCAI 2025 ·
    Shunnan Wang
    ,
    Min Gao
    ,
    Zongwei Wang
    ,
    Yibing Bai
    ,
    Feng Jiang
    , Guansong Pang
  10. GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers
    ICML 2025 ·
    GuoguoAi
    , Guansong Pang,
    Hezhe Qiao
    ,
    Yuan Gao
    ,
    Hui Yan
  11. HVI: A New Color Space for Low-light Image Enhancement
    CVPR 2025 ·
    Qingsen Yan
    ,
    Yixu Feng
    ,
    Cheng Zhang
    , Guansong Pang,
    Kangbiao Shi
    ,
    Peng Wu
    ,
    Wei Dong
    ,
    Jinqiu Sun
    ,
    Yanning Zhang
  12. Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting
    ICML 2025 ·
    Min Chen
    , Guansong Pang,
    Wenjun Wang
    ,
    Cheng Yan
  13. MetaCAN: Improving Generalizability of Few-shot Anomaly Detection with Meta-learning
    CIKM 2025 ·
    Zhisheng Lv
    ,
    Jianfeng Zhang
    ,
    Songlei Jian
    ,
    Chenlin Huang
    ,
    Hongguang Zhang
    , Guansong Pang,
    Zhong Liu
  14. Open-Set Graph Anomaly Detection via Normal Structure Regularisation
    ICLR 2025 ·
    Qizhou Wang
    , Guansong Pang,
    Mahsa Salehi
    ,
    Xiaokun Xia
    ,
    Christopher Leckie
  15. Robust Hallucination Detection in LLMs via Adaptive Token Selection
    NeurIPS 2025 ·
    Mengjia Niu
    ,
    Hamed Haddadi
    , Guansong Pang
  16. SEMPO: Lightweight Foundation Models for Time Series Forecasting
    NeurIPS 2025 ·
    Hui He
    ,
    Kun Yi
    ,
    Yuanchi Ma
    ,
    Qi Zhang
    ,
    Zhendong Niu
    , Guansong Pang
  17. Semi-supervised Graph Anomaly Detection via Robust Homophily Learning
    NeurIPS 2025 ·
    Guoguo Ai
    ,
    Hezhe Qiao
    ,
    Hui Yan
    , Guansong Pang
  18. Zero-shot Generalist Graph Anomaly Detection with Unified Neighborhood Prompts
    IJCAI 2025 ·
    Chaoxi Niu
    ,
    Hezhe Qiao
    ,
    Changlu Chen
    ,
    Ling Chen
    , Guansong Pang
  19. Anomaly Heterogeneity Learning for Open-Set Supervised Anomaly Detection
    CVPR 2024 ·
    Jiawen Zhu
    ,
    Choubo Ding
    ,
    Yu Tian
    , Guansong Pang
  20. AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection
    ICLR 2024 ·
    Qihang Zhou
    , Guansong Pang,
    Yu Tian
    ,
    Shibo He
    ,
    Jiming Chen
  21. Cluster-Wide Task Slowdown Detection in Cloud System
    SIGKDD 2024 ·
    Feiyi Chen
    ,
    Yingying Zhang
    ,
    Lunting Fan
    ,
    Yuxuan Liang
    , Guansong Pang,
    Qingsong Wen
    ,
    Shuiguang Deng
  22. Generative Semi-supervised Graph Anomaly Detection
    NeurIPS 2024 ·
    Hezhe Qiao
    ,
    Qingsong Wen
    ,
    Xiaoli Li
    ,
    Ee-Peng Lim
    , Guansong Pang
  23. Graph Continual Learning with Debiased Lossless Memory Replay
    ECAI 2024 ·
    Chaoxi Niu
    , Guansong Pang,
    Ling Chen
  24. Improving Out-of-Distribution Detection with Disentangled Foreground and Background Features
    ACM MM 2024 ·
    Choubo Ding
    , Guansong Pang
  25. LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection
    WWW 2024 ·
    Feiyi Chen
    ,
    Zhen Qin
    ,
    Mengchu Zhou
    ,
    Yingying Zhang
    ,
    Shuiguang Deng
    ,
    Lunting Fan
    , Guansong Pang,
    Qingsong Wen
  26. Learning Transferable Negative Prompts for Out-of-Distribution Detection
    CVPR 2024 ·
    Tianqi Li
    , Guansong Pang,
    Xiao Bai
    ,
    Wenjun Miao
    ,
    Jin Zheng
  27. Long-Tailed Out-of-Distribution Detection via Normalized Outlier Distribution Adaptation
    NeurIPS 2024 ·
    Wenjun Miao
    , Guansong Pang,
    Jin Zheng
    ,
    Xiao Bai
  28. Open-Vocabulary Video Anomaly Detection
    CVPR 2024 ·
    Peng Wu
    ,
    Xuerong Zhou
    , Guansong Pang,
    Yujia Sun
    ,
    Jing Liu
    ,
    Peng Wang
    ,
    Yanning Zhang
  29. Out-of-Distribution Detection in Long-Tailed Recognition with Calibrated Outlier Class Learning
    AAAI 2024 ·
    Wenjun Miao
    , Guansong Pang,
    Xiao Bai
    ,
    Tianqi Li
    ,
    Jin Zheng
  30. Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach
    NeurIPS 2024 ·
    Chaoxi Niu
    , Guansong Pang,
    Ling Chen
    ,
    Bing Liu
  31. Self-supervised Spatial-Temporal Normality Learning for Time Series Anomaly Detection
    ECML-PKDD 2024 ·
    Yutong Chen
    ,
    Hongzuo Xu
    , Guansong Pang,
    Hezhe Qiao
    ,
    Yuan Zhou
    ,
    Mingsheng Shang
  32. Simple Image-Level Classification Improves Open-Vocabulary Object Detection
    AAAI 2024 ·
    Ruohuan Fang
    , Guansong Pang,
    Xiao Bai
  33. Toward Generalist Anomaly Detection via In-Context Residual Learning with Few-Shot Sample Prompts
    CVPR 2024 ·
    Jiawen Zhu
    , Guansong Pang
  34. Unraveling the 'Anomaly' in Time Series Anomaly Detection: A Self-supervised Tri-domain Solution
    ICDE 2024 ·
    Yuting Sun
    , Guansong Pang,
    Guanhua Ye
    ,
    Tong Chen
    ,
    Xia Hu
    ,
    Hongzhi Yin
  35. VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection
    AAAI 2024 ·
    Peng Wu
    ,
    Xuerong Zhou
    , Guansong Pang,
    Lingru Zhou
    ,
    Qingsen Yan
    ,
    Peng Wang
    ,
    Yanning Zhang
  36. Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts
    ACM MM 2024 ·
    Peng Wu
    ,
    Xuerong Zhou
    , Guansong Pang,
    Zhiwei Yang
    ,
    Qingsen Yan
    ,
    Peng Wang
    ,
    Yanning Zhang