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Geoffrey I. Webb
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Publications
- 2025
- [j133]Zahra Zamanzadeh Darban
, Geoffrey I. Webb
, Shirui Pan
, Charu Aggarwal
, Mahsa Salehi
:
Deep Learning for Time Series Anomaly Detection: A Survey. ACM Comput. Surv. 57(1): 15:1-15:42 (2025) - [j128]Yizhen Zheng, Huan Yee Koh
, Jiaxin Ju
, Anh T. N. Nguyen
, Lauren T. May
, Geoffrey I. Webb
, Shirui Pan
:
Large language models for scientific discovery in molecular property prediction. Nat. Mac. Intell. 7(3): 437-447 (2025) - [j127]Zahra Zamanzadeh Darban
, Geoffrey I. Webb
, Shirui Pan, Charu C. Aggarwal, Mahsa Salehi:
CARLA: Self-supervised contrastive representation learning for time series anomaly detection. Pattern Recognit. 157: 110874 (2025) - [i62]Zahra Zamanzadeh Darban, Qizhou Wang, Geoffrey I. Webb, Shirui Pan, Charu C. Aggarwal, Mahsa Salehi:
GenIAS: Generator for Instantiating Anomalies in time Series. CoRR abs/2502.08262 (2025) - 2024
- [j119]Huan Yee Koh
, Anh T. N. Nguyen
, Shirui Pan
, Lauren T. May
, Geoffrey I. Webb
:
Physicochemical graph neural network for learning protein-ligand interaction fingerprints from sequence data. Nat. Mac. Intell. 6(6): 673-687 (2024) - [j118]Ming Jin
, Huan Yee Koh
, Qingsong Wen
, Daniele Zambon
, Cesare Alippi, Geoffrey I. Webb
, Irwin King
, Shirui Pan
:
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection. IEEE Trans. Pattern Anal. Mach. Intell. 46(12): 10466-10485 (2024) - [c96]Shiyuan Li
, Yixin Liu
, Qingfeng Chen
, Geoffrey I. Webb
, Shirui Pan
:
Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation. CIKM 2024: 1255-1265 - [d184]Huan Yee Koh
, Anh T. N. Nguyen
, Shirui Pan
, Lauren T. May
, Geoffrey I. Webb
:
Datasets for "Physicochemical graph neural network for learning protein-ligand interaction fingerprints from sequence data". Zenodo, 2024 - [i57]Shiyuan Li, Yixin Liu, Qingfeng Chen, Geoffrey I. Webb, Shirui Pan:
Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation. CoRR abs/2407.19944 (2024) - [i56]Yizhen Zheng, Huan Yee Koh, Maddie Yang, Li Li, Lauren T. May, Geoffrey I. Webb, Shirui Pan, George Church:
Large Language Models in Drug Discovery and Development: From Disease Mechanisms to Clinical Trials. CoRR abs/2409.04481 (2024) - 2023
- [i50]Ming Jin, Huan Yee Koh, Qingsong Wen
, Daniele Zambon
, Cesare Alippi, Geoffrey I. Webb, Irwin King, Shirui Pan:
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection. CoRR abs/2307.03759 (2023) - [i48]Zahra Zamanzadeh Darban, Geoffrey I. Webb, Shirui Pan, Mahsa Salehi:
CARLA: A Self-supervised Contrastive Representation Learning Approach for Time Series Anomaly Detection. CoRR abs/2308.09296 (2023) - [i45]Yizhen Zheng, Huan Yee Koh, Jiaxin Ju, Anh T. N. Nguyen, Lauren T. May, Geoffrey I. Webb, Shirui Pan:
Large Language Models for Scientific Synthesis, Inference and Explanation. CoRR abs/2310.07984 (2023) - 2022
- [j105]Fuyi Li, Shuangyu Dong, André Leier, Meiya Han, Xudong Guo, Jing Xu, Xiaoyu Wang, Shirui Pan, Cangzhi Jia, Yang Zhang, Geoffrey I. Webb
, Lachlan J. M. Coin
, Chen Li, Jiangning Song
:
Positive-unlabeled learning in bioinformatics and computational biology: a brief review. Briefings Bioinform. 23(1) (2022) - [i41]Zahra Zamanzadeh Darban, Geoffrey I. Webb
, Shirui Pan, Charu C. Aggarwal, Mahsa Salehi
:
Deep Learning for Time Series Anomaly Detection: A Survey. CoRR abs/2211.05244 (2022)

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