| 2026 | AAAI | Causally-Grounded Dual-Path Attention Intervention for Object Hallucination Mitigation in LVLMs. | Liu Yu, Zhonghao Chen, Ping Kuang, Zhikun Feng, Fan Zhou, Lan Wang, Gillian Dobbie |
| 2026 | WACV | Overcoming Fine-Grained Visual Challenges in Animal Re-Identification via Semantic Feature Alignment. | Yihao Wu, Di Zhao, Yuzhuo Li, Matthew Alajas, Alistair S. Glen, Jingfeng Zhang, Gillian Dobbie, Daniel Wilson, Yun Sing Koh |
| 2025 | ICCV | GloPER: Unsupervised Animal Pattern Extraction from Local Reconstruction. | Bowen Chen, Yun Sing Koh, Gillian Dobbie |
| 2025 | IJCAI | Balancing Invariant and Specific Knowledge for Domain Generalization with Online Knowledge Distillation. | Di Zhao, Jingfeng Zhang, Hongsheng Hu, Philippe Fournier-Viger, Gillian Dobbie, Yun Sing Koh |
| 2025 | PRICAI | CluRF: Combining Unsupervised Clustering with Explainable Ensemble Learning for Risk Prediction. | Yihong Pan, Bofan Wang, Zhipeng Lin, Yifan Zhou, Huazhe Cheng, Karuna Reddy, Gillian Dobbie, Mark Chen |
| 2024 | AAAI | Symmetric Self-Paced Learning for Domain Generalization. | Di Zhao, Yun Sing Koh, Gillian Dobbie, Hongsheng Hu, Philippe Fournier-Viger |
| 2024 | ECAI | Learning After Learning: Positive Backward Transfer in Continual Learning. | Wernsen Wong, Yun Sing Koh, Gillian Dobbie |
| 2024 | EMNLP | Can Large Language Models Learn Independent Causal Mechanisms? | Gal Gendron, Bao Trung Nguyen, Alex Yuxuan Peng, Michael J. Witbrock, Gillian Dobbie |
| 2024 | ICONIP | Annotator Disagreement-Based Analysis for Developing Bias Benchmark Datasets in Resource-Restricted Settings. | Vithya Yogarajan, Paul Rayson, Gillian Dobbie, Aaron Keesing, Te Taka Keegan, Diana Benavides-Prado, Michael Witbrock |
| 2024 | IJCAI | Large Language Models Are Not Strong Abstract Reasoners. | Gal Gendron, Qiming Bao, Michael Witbrock, Gillian Dobbie |
| 2024 | WWW | Unveiling Climate Drivers via Feature Importance Shift Analysis in New Zealand. | Bowen Chen, Gillian Dobbie, Neelesh Rampal, Yun Sing Koh |
| 2023 | ICLR | Neuromodulation Gated Transformer. | Kobe Knowles, Joshua Bensemann, Diana Benavides Prado, Vithya Yogarajan, Michael Witbrock, Gillian Dobbie, Yang Chen |
| 2023 | ICLR | Effectiveness of Debiasing Techniques: An Indigenous Qualitative Analysis. | Vithya Yogarajan, Gillian Dobbie, Henry Gouk |
| 2023 | IJCAI | Disentanglement of Latent Representations via Causal Interventions. | Gal Gendron, Michael Witbrock, Gillian Dobbie |
| 2023 | PAKDD | BAARD: Blocking Adversarial Examples by Testing for Applicability, Reliability and Decidability. | Xinglong Chang, Katharina Dost, Kaiqi Zhao, Ambra Demontis, Fabio Roli, Gillian Dobbie, Jrg Wicker |
| 2023 | PAKDD | Targeted Attacks on Time Series Forecasting. | Zeyu Chen, Katharina Dost, Xuan Zhu, Xinglong Chang, Gillian Dobbie, Jrg Wicker |
| 2023 | PAKDD | Using Flexible Memories to Reduce Catastrophic Forgetting. | Wernsen Wong, Yun Sing Koh, Gillian Dobbie |
| 2023 | SIGCSE | Moving a Bootcamp-Style Computer Science Programme Online: An Experience Report. | Andrew Meads, Yu-Cheng Tu, Gillian Dobbie |
| 2022 | DSAA | Online Air Pollution Inference using Concept Recurrence and Transfer Learning. | Bowen Chen, Yun Sing Koh, Gillian Dobbie, Ocean Wu, Guy Coulson, Gustavo Olivares |
| 2022 | ICDM | Cost-Effective Transfer Learning for Data Streams. | Ocean Wu, Yun Sing Koh, Gillian Dobbie, Thomas Lacombe |
| 2022 | IJCAI | Membership Inference via Backdooring. | Hongsheng Hu, Zoran Salcic, Gillian Dobbie, Jinjun Chen, Lichao Sun, Xuyun Zhang |
| 2021 | ACML | Transfer Learning with Adaptive Online TrAdaBoost for Data Streams. | Ocean Wu, Yun Sing Koh, Gillian Dobbie, Thomas Lacombe |
| 2021 | ICDM | Source Inference Attacks in Federated Learning. | Hongsheng Hu, Zoran Salcic, Lichao Sun, Gillian Dobbie, Xuyun Zhang |
| 2021 | IJCNN | EAR: An Enhanced Adversarial Regularization Approach against Membership Inference Attacks. | Hongsheng Hu, Zoran Salcic, Gillian Dobbie, Yi Chen, Xuyun Zhang |
| 2021 | IJCNN | A Meta-Learning Approach for Automated Hyperparameter Tuning in Evolving Data Streams. | Thomas Lacombe, Yun Sing Koh, Gillian Dobbie, Ocean Wu |
| 2021 | IJCNN | Nacre: Proactive Recurrent Concept Drift Detection in Data Streams. | Ocean Wu, Yun Sing Koh, Gillian Dobbie, Thomas Lacombe |
| 2020 | CCGRID | A Locality Sensitive Hashing Based Approach for Federated Recommender System. | Hongsheng Hu, Gillian Dobbie, Zoran Salcic, Meng Liu, Jianbing Zhang, Xuyun Zhang |
| 2020 | ICDE | SLED: Semi-supervised Locally-weighted Ensemble Detector. | Shuxiang Zhang, David Tse Jung Huang, Gillian Dobbie, Yun Sing Koh |
| 2020 | ICDM | Pelican: Continual Adaptation for Phishing Detection. | Wernsen Wong, Gillian Dobbie |
| 2020 | PAKDD | PEARL: Probabilistic Exact Adaptive Random Forest with Lossy Counting for Data Streams. | Ocean Wu, Yun Sing Koh, Gillian Dobbie, Thomas Lacombe |
| 2020 | SIGIR | Detecting Concept Drift In Medical Triage. | Hamish Huggard, Yun Sing Koh, Gillian Dobbie, Edmond Zhang |
| 2020 | TASE | Measuring the Quality of B Abstract Machines with ISO/IEC 25010. | Chenghao Cai, Jing Sun, Gillian Dobbie |
| 2019 | ADC | Items2Data: Generating Synthetic Boolean Datasets from Itemsets. | Ian Shane Wong, Gillian Dobbie, Yun Sing Koh |
| 2019 | APSEC | Achieving Abstract Machine Reachability with Learning-Based Model Fulfilment. | Chenghao Cai, Jing Sun, Gillian Dobbie, Scott Uk-Jin Lee |
| 2019 | AusDM | Classifying Imbalanced Road Accident Data Using Recurring Concept Drift. | Robert Anderson, Yun Sing Koh, Gillian Dobbie |
| 2019 | AusDM | Using Transfer Learning to Detect Phishing in Countries with a Small Population. | Wernsen Wong, Yun Sing Koh, Gillian Dobbie |
| 2019 | ICFEM | Design Model Repair with Formal Verification. | Chenghao Cai, Jing Sun, Gillian Dobbie |
| 2019 | ISKE | Predicting a User's Purchase Intention Using AdaBoost. | Danah Algawiaz, Gillian Dobbie, Shafiq Alam |
| 2019 | SIGIR | Network Embedding and Change Modeling in Dynamic Heterogeneous Networks. | Ranran Bian, Yun Sing Koh, Gillian Dobbie, Anna Divoli |
| 2019 | SoMeT | PRARS: Risk Assessment Model for Recommender Systems. | Danah Algawiaz, Gillian Dobbie, Shafiq Alam |
| 2018 | AusDM | Interpreting Intermittent Bugs in Mozilla Applications Using Change Angle. | David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie |
| 2018 | DEXA | Analyzing Temporal Keyword Queries for Interactive Search over Temporal Databases. | Qiao Gao, Mong-Li Lee, Tok Wang Ling, Gillian Dobbie, Zhong Zeng |
| 2018 | ER | A Semantic Framework for Designing Temporal SQL Databases. | Qiao Gao, Mong-Li Lee, Gillian Dobbie, Zhong Zeng |
| 2018 | ICDM | Volatility Drift Prediction for Transactional Data Streams. | Yun Sing Koh, David Tse Jung Huang, Chris Pearce, Gillian Dobbie |
| 2018 | ICECCS | B-Repair: Repairing B-Models Using Machine Learning. | Chenghao Cai, Jing Sun, Gillian Dobbie |
| 2018 | IJCNN | Predicting Concept Drift in Data Streams Using Metadata Clustering. | Robert Anderson, Yun Sing Koh, Gillian Dobbie |
| 2018 | SAC | Vehicle emission prediction using remote sensing data and machine learning techniques. | Jiazhen Chen, Gillian Dobbie, Yun Sing Koh, Elizabeth Somervell, Gustavo Olivares |
| 2018 | SIGCSE | An Experience Report on a Boot-Camp Style Programming Course. | Yu-Cheng Tu, Gillian Dobbie, Ian Warren, Andrew Meads, Cameron Grout |
| 2017 | PAKDD | Volatility Adaptive Classifier System. | Ruolin Jia, Yun Sing Koh, Gillian Dobbie |
| 2017 | SEKE | Visual Development Platform for Ruby on Rails. | Anmol Desai, Nicholas Molloy, Jing Sun, Gillian Dobbie |
| 2016 | ISDA | Improving Imputation Accuracy in Ordinal Data Using Classification. | Shafiq Alam, Gillian Dobbie, XiaoBin Sun |
| 2016 | PAKDD | Parallel Discord Discovery. | Tian Huang, Yongxin Zhu, Yishu Mao, Xinyang Li, Mengyun Liu, Yafei Wu, Yajun Ha, Gillian Dobbie |
| 2016 | PAKDD | Phishing Detection on Twitter Streams. | Se Yeong Jeong, Yun Sing Koh, Gillian Dobbie |
| 2016 | SEKE | From Design to Code: An Educational Approach. | Candice Eckert, Brian Cham, Jing Sun, Gillian Dobbie |
| 2015 | DaWaK | Unsupervised Semantic and Syntactic Based Classification of Scientific Citations. | Mohammad Abdullatif, Yun Sing Koh, Gillian Dobbie |
| 2015 | ER | SQL Data Profiling of Foreign Keys. | Mozhgan Memari, Sebastian Link, Gillian Dobbie |
| 2015 | ICA3PP | STRATUS: Towards Returning Data Control to Cloud Users. | Ryan K. L. Ko, Giovanni Russello, Richard Nelson, Shaoning Pang, Aloysius Cheang, Gillian Dobbie, Abdolhossein Sarrafzadeh, Sivadon Chaisiri, Muhammad Rizwan Asghar, Geoffrey Holmes |
| 2014 | CEC | Web bots detection using Particle Swarm Optimization based clustering. | Shafiq Alam, Gillian Dobbie, Yun Sing Koh, Patricia Riddle |
| 2014 | DaWaK | Optimizing Queue-Based Semi-Stream Joins with Indexed Master Data. | Muhammad Asif Naeem, Gerald Weber, Christof Lutteroth, Gillian Dobbie |
| 2014 | DaWaK | Drift Detector for Memory-Constrained Environments. | Timothy D. Robinson, David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie |
| 2014 | DEXA | Group-by and Aggregate Functions in XML Keyword Search. | Thuy Ngoc Le, Zhifeng Bao, Tok Wang Ling, Gillian Dobbie |
| 2014 | DEXA | Semantic Path Ranking Scheme for Relational Keyword Queries. | Zhong Zeng, Zhifeng Bao, Gillian Dobbie, Mong-Li Lee, Tok Wang Ling |
| 2014 | ICDM | Detecting Volatility Shift in Data Streams. | David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie, Russel Pears |
| 2014 | IJCNN | Attack detection in recommender systems based on target item analysis. | Wei Zhou, Junhao Wen, Yun Sing Koh, Shafiq Alam, Gillian Dobbie |
| 2014 | PAKDD | Detecting Changes in Rare Patterns from Data Streams. | David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie, Russel Pears |
| 2014 | SIGIR | Detection of abnormal profiles on group attacks in recommender systems. | Wei Zhou, Yun Sing Koh, Junhao Wen, Shafiq Alam, Gillian Dobbie |
| 2014 | SIGMOD | Towards unified ad-hoc data processing. | Xiaogang Shi, Bin Cui, Gillian Dobbie, Beng Chin Ooi |
| 2013 | ADMA | Tracking Drift Types in Changing Data Streams. | David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie, Russel Pears |
| 2013 | ADMA | Change Itemset Mining in Data Streams. | Minmin Zhang, Gillian Dobbie, Yun Sing Koh |
| 2013 | CIKM | Verb selection using semantic role labeling for citation classification. | Mohammad Abdullatif, Yun Sing Koh, Gillian Dobbie, Shafiq Alam |
| 2013 | CIKM | A generic front-stage for semi-stream processing. | Muhammad Asif Naeem, Gerald Weber, Gillian Dobbie, Christof Lutteroth |
| 2013 | DaWaK | SSCJ: A Semi-Stream Cache Join Using a Front-Stage Cache Module. | Muhammad Asif Naeem, Gerald Weber, Gillian Dobbie, Christof Lutteroth |
| 2013 | DaWaK | Finding Maximal Overlapping Communities. | Eileen H.-C. Wei, Yun Sing Koh, Gillian Dobbie |
| 2013 | ICECCS | Web Services Testing via Goal and Mutation. | M. Shaban Jokhio, Gillian Dobbie, Jing Sun, Tianming Hu |
| 2013 | PAAMS | Analysis of Web Usage Data for Clustering Based Recommender System. | Shafiq Alam, Gillian Dobbie, Patricia Riddle, Yun Sing Koh |
| 2012 | ADC | Optimised X-HYBRIDJOIN for Near-Real-Time Data Warehousing. | Muhammad Asif Naeem, Gillian Dobbie, Gerald Weber |
| 2012 | AusDM | Indirect Weighted Association Rules Mining for Academic Network Collaboration Recommendations. | Yun Sing Koh, Gillian Dobbie |
| 2012 | CEC | Hierarchical PSO clustering based recommender system. | Shafiq Alam, Gillian Dobbie, Patricia Riddle, Yun Sing Koh |
| 2012 | DaWaK | Rare Pattern Mining on Data Streams. | David Tse Jung Huang, Yun Sing Koh, Gillian Dobbie |
| 2012 | DaWaK | Extrapolation Prefix Tree for Data Stream Mining Using a Landmark Model. | Yun Sing Koh, Russel Pears, Gillian Dobbie |
| 2012 | DaWaK | A Lightweight Stream-Based Join with Limited Resource Consumption. | Muhammad Asif Naeem, Gillian Dobbie, Gerald Weber |
| 2012 | ICDM | Evaluating Fraud Detection Algorithms Using an Auction Data Generator. | Sidney Tsang, Gillian Dobbie, Yun Sing Koh |
| 2012 | PAKDD | WeightTransmitter: Weighted Association Rule Mining Using Landmark Weights. | Yun Sing Koh, Russel Pears, Gillian Dobbie |
| 2011 | ADMA | Discriminatory Confidence Analysis in Pattern Mining. | Russel Pears, Yun Sing Koh, Gillian Dobbie |
| 2011 | DASFAA | What Have We Learnt from Deductive Object-Oriented Database Research? | Mengchi Liu, Gillian Dobbie, Tok Wang Ling |
| 2011 | DaWaK | SPO-Tree: Efficient Single Pass Ordered Incremental Pattern Mining. | Yun Sing Koh, Gillian Dobbie |
| 2011 | DaWaK | RP-Tree: Rare Pattern Tree Mining. | Sidney Tsang, Yun Sing Koh, Gillian Dobbie |
| 2011 | PAKDD | Towards Recommender System Using Particle Swarm Optimization Based Web Usage Clustering. | Shafiq Alam, Gillian Dobbie, Patricia Riddle |
| 2011 | PAKDD | Automatic Assignment of Item Weights for Pattern Mining on Data Streams. | Yun Sing Koh, Russel Pears, Gillian Dobbie |
| 2010 | ADMA | EWGen: Automatic Generation of Item Weights for Weighted Association Rule Mining. | Russel Pears, Yun Sing Koh, Gillian Dobbie |
| 2010 | CEC | A swarm intelligence based clustering approach for outlier detection. | Shafiq Alam, Gillian Dobbie, Patricia Riddle, Muhammad Asif Naeem |
| 2010 | DEXA | Reducing Graph Matching to Tree Matching for XML Queries with ID References. | Huayu Wu, Tok Wang Ling, Gillian Dobbie, Zhifeng Bao, Liang Xu |
| 2010 | DOLAP | R-MESHJOIN for near-real-time data warehousing. | Muhammad Asif Naeem, Gillian Dobbie, Gerald Weber, Shafiq Alam |
| 2009 | TASE | Verifying Semistructured Data Normalization Using SWRL. | Yuan-Fang Li, Jing Sun, Gillian Dobbie, Scott Uk-Jin Lee, Hai H. Wang |
| 2008 | EDOC | An Event-Based Near Real-Time Data Integration Architecture. | Muhammad Asif Naeem, Gillian Dobbie, Gerald Weber |
| 2008 | ICECCS | Verifying Semistructured Data Normalization Using PVS. | Scott Uk-Jin Lee, Jing Sun, Gillian Dobbie, Lindsay Groves |
| 2007 | APCCM | Towards Verifying Semistructured Data. | Gillian Dobbie, Jing Sun, Yuan-Fang Li, Scott Uk-Jin Lee |
| 2007 | IIWAS | Element Classification Based Transformation of XML Queries. | Ke Geng, Gillian Dobbie |
| 2006 | ICDCIT | Research into Verifying Semistructured Data. | Gillian Dobbie, Jing Sun, Yuan-Fang Li, Scott Uk-Jin Lee |
| 2006 | IIWAS | An XML Document Generator for Semantic Query Optimization Experimentation. | Ke Geng, Gillian Dobbie |
| 2006 | SEKE | A PVS Approach to Verifying ORA-SS Data Models. | Scott Uk-Jin Lee, Gillian Dobbie, Jing Sun, Lindsay Groves |
| 2005 | DASFAA | XDO2: A Deductive Object-Oriented Query Language for XML. | Wei Zhang, Tok Wang Ling, Zhuo Chen, Gillian Dobbie |
| 2005 | ER | A Semantic Approach to Query Rewriting for Integrated XML Data. | Xia Yang, Mong-Li Lee, Tok Wang Ling, Gillian Dobbie |
| 2004 | ADC | Databases, But Not As We Know Them. | Gillian Dobbie |
| 2004 | DASFAA | XTree for Declarative XML Querying. | Zhuo Chen, Tok Wang Ling, Mengchi Liu, Gillian Dobbie |
| 2003 | IIWAS | An E-Commerce Framework for Small Businesses. | Gillian Dobbie, Franziska Gelies, Daniel Blossey |
| 2002 | ICLP | A Model Theoretic Semantics for Multi-level Secure Deductive Databases. | Hasan M. Jamil, Gillian Dobbie |
| 2001 | CIKM | X007: Applying 007 Benchmark to XML Query Processing Tool. | Stphane Bressan, Gillian Dobbie, Zo Lacroix, Mong-Li Lee, Ying Guang Li, Ullas Nambiar, Bimlesh Wadhwa |
| 2001 | DASFAA | A Logical Foundation for Deductive Object-Oriented Databases. | Mengchi Liu, Gillian Dobbie, Tok Wang Ling |
| 2001 | DEXA | Designing Semistructured Databases: A Conceptual Approach. | Mong-Li Lee, Sin Yeung Lee, Tok Wang Ling, Gillian Dobbie, Leonid A. Kalinichenko |
| 2001 | ER | NF-SS: A Normal Form for Semistructured Schema. | Xiaoying Wu, Tok Wang Ling, Sin Yeung Lee, Mong-Li Lee, Gillian Dobbie |
| 2001 | WISE | Designing Semistructured Databases Using ORA-SS Model. | Xiaoying Wu, Tok Wang Ling, Mong-Li Lee, Gillian Dobbie |
| 2000 | ER | Practical Approach to Selecting Data Warehouse Views Using Data Dependencies. | Gillian Dobbie, Tok Wang Ling |
| 1999 | SIGCSE | Supporting and evaluating team dynamics in group projects. | Judy Brown, Gillian Dobbie |