Conference Papers

  • Beyond Surprise: Improving Exploration Through Surprise Novelty, AAMAS-2024 (Oral)
    Hung Le, Kien Do, Dung Nguyen, Svetha Venkatesh
    Link
  • Domain Generalisation via Risk Distribution Matching, WACV-2024
    Toan Nguyen, Kien Do, Bao Duong, Thin Nguyen
    arXiv
  • TrojanModel: A Practical Trojan Attack against Automatic Speech Recognition Systems, IEEE Symposium on Security and Privacy 2023
    Wei Zong, Yang-Wai Chow, Willy Susilo, Kien Do, Svetha Venkatesh
    Link
  • Causal Inference via Style Transfer for Out-of-distribution Generalisation, KDD-2023
    Toan Nguyen, Kien Do, Duc Thanh Nguyen, Bao Duong, Thin Nguyen
    Link | arXiv
  • Social Motivation for Modelling Other Agents under Partial Observability in Decentralised Training, IJCAI-2023
    Dung Nguyen, Hung Le, Kien Do, Svetha Venkatesh, Truyen Tran
    Link
  • Memory-Augmented Theory of Mind Network, AAAI-2022
    Dung Nguyen, Phuoc Nguyen, Hung Le, Kien Do, Svetha Venkatesh, Truyen Tran
    Link
  • Momentum Adversarial Distillation: Handling Large Distribution Shifts in Data-Free Knowledge Distillation, NeurIPS-2022
    Kien Do, Hung Le, Dung Nguyen, Dang Nguyen, Haripriya, Harikumar, Truyen Tran, Santu Rana, Svetha Venkatesh
    arXiv
  • Learning to Constrain Policy Optimization with Virtual Trust Region, NeurIPS-2022 (Spotlight)
    Hung Le, Thommen Karimpanal George, Majid Abdolshah, Dung Nguyen, Kien Do, Sunil Gupta, Svetha Venkatesh
    arXiv
  • Black-box Few-shot Knowledge Distillation, ECCV-2022
    Dang Nguyen, Sunil Gupta, Kien Do, Svetha Venkatesh
    arXiv
  • Towards Effective and Robust Neural Trojan Defenses via Input Filtering, ECCV-2022
    Kien Do, Haripriya Harikumar, Hung Le, Dung Nguyen, Truyen Tran, Santu Rana, Dang Nguyen, Willy Susilo, Svetha Venkatesh
    arXiv
  • Learning Theory of Mind via Dynamic Traits Attribution, AAMAS-2022
    Dung Nguyen, Phuoc Nguyen, Hung Le, Kien Do, Svetha Venkatesh, Truyen Tran
    Link
  • Episodic Policy Gradient Training, AAAI-2022 (Oral)
    Hung Le, Majid Abdolshah, Thommen Karimpanal George, Kien Do, Dung Nguyen, Svetha Venkatesh
    arXiv
  • Memory-Augmented Neural Networks for Predictive Process Analytics, ICSOC-2021
    Asjad Khan, Hung Le, Kien Do, Truyen Tran, Aditya Ghose, Hoa Dam, Renuka Sindhgatta
    arXiv
  • Clustering by Maximizing Mutual Information Across Views, ICCV-2021
    Kien Do, Truyen Tran, Svetha Venkatesh
    arXiv | Slides
  • Semi-Supervised Learning with Variational Bayesian Inference and Maximum Uncertainty Regularization, AAAI-2021
    Kien Do, Truyen Tran, Svetha Venkatesh
    Link | arXiv | Slides | Code
  • Unsupervised Anomaly Detection on Temporal Multiway Data, AusDM-2020
    Duc Nguyen, Phuoc Nguyen, Kien Do, Santu Rana, Sunil Gupta, Truyen Tran
    Link
  • Theory and Evaluation Metrics for Learning Disentangled Representations, ICLR-2020
    Kien Do, Truyen Tran
    Link | arXiv | Slides | Code
  • Graph Transformation Policy Network for Chemical Reaction Prediction, KDD-2019
    Kien Do, Truyen Tran, Svetha Venkatesh
    Link | arXiv
  • Knowledge Graph Embedding with Multiple Relation Projections, ICPR-2018
    Kien Do, Truyen Tran, Svetha Venkatesh
    Link | arXiv
  • Outlier Detection on Mixed-Type Data: An Energy-based Approach, ADMA-2016 (Best Student Paper Runner-up Award)
    Kien Do, Truyen Tran, Dinh Phung, Svetha Venkatesh
    Link

Journal Papers

  • Unsupervised Image Segmentation with Robust Virtual Class Contrast, Pattern Recognition Letters 2023
    Khang Nguyen, Kien Do, Truong Vu, Khoat Than
    Link
  • Attentional Multilabel Learning over Graphs: a Message Passing Approach, Machine Learning 2019
    Kien Do, Truyen Tran, Thin Nguyen, Svetha Venkatesh
    Link | arXiv
  • Energy-Based Anomaly Detection for Mixed Data, Knowledge and Information Systems 2018
    Kien Do, Truyen Tran, Svetha Venkatesh
    Link

Workshop Papers

  • Matrix-centric Neural Nets, Workshop on Representation Learning for Graphs, IJCAI-2017
    Kien Do, Truyen Tran, Svetha Venkatesh
    arXiv

Preprints

  • Face Swapping as A Simple Arithmetic Operation, 2022
    Truong Vu, Kien Do, Khang Nguyen, Khoat Than
    arXiv
  • Defense Against Multi-target Trojan Attacks, 2022
    Haripriya Harikumar, Santu Rana, Kien Do, Sunil Gupta, Wei Zong, Willy Susilo, Svetha Venkatesh
    arXiv
  • Semantic Host-free Trojan Attack, 2021
    Haripriya Harikumar, Kien Do, Santu Rana, Sunil Gupta, Svetha Venkatesh
    arXiv