Diversifying Training Pool Predictability for Zero-shot Coordination: A Theory of Mind Approach
Published/Accepted at IJCAI, 2024
Authors: Dung Nguyen, Hung Le, Kien Do, Sunil Gupta, Svetha Venkatesh and Truyen Tran
Link
Publications
2024 (2)
Beyond Surprise: Improving Exploration Through Surprise Novelty
Published/Accepted at AAMAS (Oral), 2024
Authors: Hung Le, Kien Do, Dung Nguyen and Svetha Venkatesh
Code•PDF•Link
2023 (7)
Universal Graph Continual Learning
Published/Accepted at Transactions on Machine Learning Research (TMLR) , 2023
Authors: Thanh Duc Hoang, Do Viet Tung, Duy-Hung Nguyen, Bao-Sinh Nguyen, Huy Hoang Nguyen, and Hung Le.
Link
Balanced Q-learning: Combining the Influence of Optimistic and Pessimistic Targets
Published/Accepted at Artificial Intelligence, 2023
Authors: Thommen George Karimpanal, Hung Le, Majid Abdolshah, Santu Rana, Sunil Gupta, Truyen Tran, Svetha Venkatesh.
Link
Improving Domain Generalization with Interpolation Robustness
Published/Accepted at ACML, 2023
Authors: Ragja Palakkadavath, Thanh Nguyen-Tang, Hung Le, Svetha Venkatesh, Sunil Gupta
Link
The Application of Machine Learning in Micrometeoroid and Orbital Debris Impact Protection and Risk Assessment for Spacecraft
Published/Accepted at International Journal of Impact Engineering, 2023
Authors: Shannon Ryan, Neeraj Mohan Sushma, Hung Le, Arun Kumar A V, Santu Rana, Sevvandi Kandanaarachchi, Svetha Venkatesh
Link
Social Motivation for Modelling Other Agents under Partial Observability in Decentralised Training
Published/Accepted at IJCAI, 2023
Authors: Dung Nguyen, Hung Le, Kien Do, Svetha Venkatesh, Truyen Tran
Link
Improving Out-of-distribution Generalization with Indirection Representations
Published/Accepted at ICLR, 2023
Authors: Kha Pham, Hung Le, Man Ngo, Truyen Tran
Link
Memory-Augmented Theory of Mind Network
Published/Accepted at AAAI, 2023
Authors: Dung Nguyen, Phuoc Nguyen, Hung Le, Kien Do, Svetha Venkatesh, Truyen Tran
Link
2022 (11)
Learning to Constrain Policy Optimization with Virtual Trust Region
Published/Accepted at NeurIPS (Spotlight), 2022
Authors: Hung Le, Thommen Karimpanal George, Majid Abdolshah, Dung Nguyen, Kien Do, Sunil Gupta, Svetha Venkatesh
PDF•Link
Functional Indirection Neural Estimator for Better Out-of-distribution Generalization
Published/Accepted at NeurIPS, 2022
Authors: Kha Pham, Hung Le, Man Ngo, Truyen Tran
Link
Momentum Adversarial Distillation: Handling Large Distribution Shifts in Data-Free Knowledge Distillation
Published/Accepted at NeurIPS, 2022
Authors: Kien Do, Hung Le, Dung Nguyen, Dang Nguyen, HARIPRIYA HARIKUMAR, Truyen Tran, Santu Rana, Svetha Venkatesh
Link
Improving Document Image Understanding with Reinforcement Finetuning
Published/Accepted at ICONIP (Oral), 2022
Authors: Bao-Sinh Nguyen, Dung Tien Le, Hieu M. Vu, Tuan-Anh D. Nguyen, Minh-Tien Nguyen, Hung Le
Link
HYCEDIS: HYbrid Confidence Engine for Deep Document Intelligence System
Published/Accepted at ICONIP (Oral), 2022
Authors: Bao-Sinh Nguyen, Quang-Bach Tran, Tuan-Anh Nguyen Dang, Duc Nguyen, Hung Le.
Link
Towards Effective and Robust Neural Trojan Defenses via Input Filtering
Published/Accepted at ECCV, 2022
Authors: Kien Do, Haripriya Harikumar, Hung Le, Dung Nguyen, Truyen Tran, Santu Rana, Dang Nguyen, Willy Susilo, Svetha Venkatesh
Link
Neurocoder: General-Purpose Computation Using Stored Neural Programs
Published/Accepted at ICML (Spotlight), 2022
Make The Most of Prior Data: A Solution for Interactive Text Summarization with Preference Feedback
Published/Accepted at NAACL-Findings, 2022
Authors: Duy-Hung Nguyen, Nguyen Viet Dung Nghiem, Bao-Sinh Nguyen, Tien Dung Le, Minh-Tien Nguyen, Shahab Sabahi, Hung Le
Link
Generative Pseudo-Inverse Memory
Published/Accepted at ICLR, 2022
Authors: Kha Pham, Hung Le, Man Ngo, Truyen Tran, Bao Ho, Svetha Venkatesh
Link
Learning Theory of Mind via Dynamic Traits Attribution
Published/Accepted at AAMAS, 2022
Authors: Dung Nguyen, Phuoc Nguyen, Hung Le, Kien Do, Truyen Tran, Svetha Venkatesh
Link
Episodic Policy Gradient Training
Published/Accepted at AAAI (Oral), 2022
Authors: Hung Le, Thommen Karimpanal George, Majid Abdolshah, Kien Do, Dung Nguyen, Svetha Venkatesh
Code•Talk•Slides•PDF•Link
2021 (5)
Model-Based Episodic Memory Induces Dynamic Hybrid Controls
Published/Accepted at NeurIPS, 2021
Authors: Hung Le, Thommen Karimpanal George, Majid Abdolshah, Truyen Tran, Svetha Venkatesh
Code•Talk•Poster•Slides•PDF•Link
Robust Deep Reinforcement Learning for Extractive Legal Summarization
Published/Accepted at ICONIP, 2021
Authors: Duy-Hung Nguyen, Bao-Sinh Nguyen, Nguyen Viet Dung Nghiem, Dung Tien Le, Mim Amina Khatun, Minh-Tien Nguyen, Hung Le.
Link
From Deep Learning to Deep Reasoning
Published/Accepted at KDD (Tutorial), 2021
Authors: Truyen Tran, Vuong Le, Hung Le, Thao M Le
Link
DeepProcess: Supporting Business Process Execution Using a MANN-based Recommender System
Published/Accepted at ICSOC, 2021
Authors: Asjad Khan, Aditya Ghose, Hoa Dam, Hung Le, Truyen Tran, Kien Do.
Link
A New Representation of Successor Features for Transfer across Dissimilar Environments
Published/Accepted at ICML (Spotlight), 2021
Authors: Majid Abdolshah, Hung Le, Thommen George Karimpanal, Sunil Gupta, Santu Rana, Svetha Venkatesh.
Link
2020 (3)
Self-attentive Associative Memory
Published/Accepted at ICML, 2020
Authors: Hung Le, Truyen Tran, Svetha Venkatesh
Code•Talk•Slides•PDF•Link
LODENet: A Holistic Approach to Offline Handwritten Chinese and Japanese Text Line Recognition
Published/Accepted at ICPR, 2020
Authors: Huu Tin Hoang, Chun-Jen Peng, Hung Tran, Hung Le, Huy Hoang Nguyen.
Link
Neural Stored-Program Memory
Published/Accepted at ICLR, 2020
Authors: Hung Le, Truyen Tran, Svetha Venkatesh
Code•Talk•Slides•PDF•Link
2019 (1)
Learning to Remember More with Less Memorization
Published/Accepted at ICLR (Oral), 2019
Authors: Hung Le, Truyen Tran, Svetha Venkatesh
Code•Poster•Blog•PDF•Link
2018 (3)
Variational Memory Encoder-Decoder
Published/Accepted at NeurIPS, 2018
Authors: Hung Le, Truyen Tran, Thin Nguyen, Svetha Venkatesh
Code•Poster•PDF•Link
Dual Memory Neural Computer for Asynchronous Two-view Sequential Learning
Published/Accepted at KDD, 2018
Authors: Hung Le, Truyen Tran, Svetha Venkatesh
Code•Poster•PDF•Link
Dual Control Memory Augmented Neural Networks for Treatment Recommendations
Published/Accepted at PAKDD, 2018
Authors: Hung Le, Truyen Tran, Svetha Venkatesh
Code•PDF•Link