Robust Semi-paired Multimodal Learning for Cross-modal Retrieval.
in AAAI Conference on Artificial Intelligence (AAAI) 2026
A*STAR · SINGAPORE MANAGEMENT UNIVERSITY
Making agentic AI systems more efficient,
trustworthy, and capable.
Head of Applied AI Systems & Agents Chapter, A*STAR
Tenured Associate Professor · SMU

01 / ABOUT
I work at the intersection of AI efficiency, robustness, and agentic systems.
As the Head of the Applied AI Systems & Agents Chapter at the Institute of Advanced Intelligence and Computing (IAIC), Agency for Science, Technology and Research (A*STAR), I drive the development of the A*STAR Agentic AI platform. I lead the development of AgentOS, an agentic AI platform that supports agentic transformation across Singapore’s research institutions and helps enterprises capture, organize, and preserve institutional knowledge. I also serve as Deputy Director at the Centre for Frontier AI Research (CFAR). I am also heading AI Engineering & Platform at the National Applied AI Centre of Excellence (CoE), driving the adoption of Agentic AI across companies in Singapore. Concurrently, I am also a tenured Associate Professor of Computer Science at Singapore Management University (SMU). I obtained my Ph.D. from Nanyang Technological University (NTU), Singapore, in 2015. Prior to my current roles at A*STAR, I worked as a Senior Research Engineer at the Sony US Research Center in San Jose, California.
My research explores how to improve AI efficiency and robustness from a data perspective: building models that use less computation and training data, and remain reliable under perturbations and distribution shifts.
OPEN OPPORTUNITIES
I welcome Ph.D. students, research fellows, scientists, interns, and visiting scholars interested in AI and agentic systems.
Let’s work together ↗Ph.D. scholarships are available through SMU and A*STAR. Strong coding and problem-solving skills are preferred for research positions in agentic AI.
Joint Ph.D. visits through ARAP and internships through CIARE or ARIA are welcome. Visiting students, including CSC students from China, may be hosted at SMU or A*STAR.
02 / RESEARCH
Efficient learning. Reliable intelligence.
More capable foundation models and agents.
322 publications
in AAAI Conference on Artificial Intelligence (AAAI) 2026
in Annual Meeting of the Association for Computational Linguistics (ACL) 2026
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026
in European Conference on Computer Vision (ECCV) 2026
in European Conference on Computer Vision (ECCV) 2026
in International Conference on Learning Representations (ICLR) 2026
in International Conference on Learning Representations (ICLR) 2026
in International Joint Conference on Artificial Intelligence (IJCAI) 2026
in The Web Conference (WWW) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Computing Research Repository (CoRR) 2026
in Information Fusion 2026
in Machine Learning 2026
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2026
in IEEE Transactions on Circuits and Systems for Video Technology 2026
in IEEE Transactions on Image Processing 2026
in IEEE Transactions on Image Processing 2026
in IEEE Transactions on Neural Networks and Learning Systems 2026
in Annual Meeting of the Association for Computational Linguistics (ACL) 2025
in Annual Meeting of the Association for Computational Linguistics (ACL) 2025
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2025
in Design Automation Conference (DAC) 2025
in Lecture Notes in Computer Science (LNCS) 2025
in Lecture Notes in Computer Science (LNCS) 2025
in Lecture Notes in Computer Science (LNCS) 2025
in IEEE/CVF International Conference on Computer Vision (ICCV) 2025
in Proceedings of Machine Learning Research (PMLR) 2025
in ACM International Conference on Multimedia (MM) 2025
in ACM International Conference on Multimedia (MM) 2025
in ACM International Conference on Multimedia (MM) 2025
in Conference on Neural Information Processing Systems (NeurIPS) 2025
in Lecture Notes in Computer Science (LNCS) 2025
in IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2025
in International Workshop on Information Forensics and Security (WIFS) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Computing Research Repository (CoRR) 2025
in Information Fusion 2025
in Machine Learning 2025
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2025
in IEEE Transactions on Circuits and Systems for Video Technology 2025
in IEEE Transactions on Circuits and Systems for Video Technology 2025
in IEEE Transactions on Emerging Topics in Computational Intelligence 2025
in IEEE Transactions on Image Processing 2025
in Transactions on Machine Learning Research (TMLR) 2025
in IEEE Transactions on Neural Networks and Learning Systems 2025
in AAAI Conference on Artificial Intelligence (AAAI) 2024
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024
in Findings of ACL 2024
in Conference on Empirical Methods in Natural Language Processing (EMNLP) 2024
in Conference on Empirical Methods in Natural Language Processing (EMNLP) 2024
in International Conference on Learning Representations (ICLR) 2024
in International Conference on Learning Representations (ICLR) 2024
in IEEE International Conference on Multimedia and Expo (ICME) 2024
in IEEE International Joint Conference on Neural Network (IJCNN) 2024
in Conference on Neural Information Processing Systems (NeurIPS) 2024
in Applied Intelligence 2024
in Big Data Mining and Analytics 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Computing Research Repository (CoRR) 2024
in Information Sciences 2024
in Journal of Systems Architecture (JSA) 2024
in Knowledge-Based Systems 2024
in Machine Learning 2024
in Pattern Recognition 2024
in IEEE Transactions on Consumer Electronics 2024
in IEEE Transactions on Circuits and Systems for Video Technology 2024
in IEEE Transactions on Emerging Topics in Computational Intelligence 2024
in IEEE Transactions on Image Processing 2024
in IEEE Journal of Biomedical and Health Informatics (J-BHI) 2024
in IEEE Transactions on Intelligent Transportation Systems 2024
in IEEE Transactions on Intelligent Vehicles 2024
in IEEE Transactions on Mobile Computing (TMC) 2024
in IEEE Transactions on Neural Networks and Learning Systems 2024
in IEEE Transactions on Neural Networks and Learning Systems 2024
in IEEE Transactions on Neural Networks and Learning Systems 2024
in IEEE Transactions on Neural Networks and Learning Systems 2024
in IEEE Transactions on Wireless Communications 2024
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023
in IEEE/CVF International Conference on Computer Vision (ICCV) 2023
in IEEE/CVF International Conference on Computer Vision (ICCV) 2023
in IEEE International Conference on Image Processing (ICIP) 2023
in Proceedings of Machine Learning Research (PMLR) 2023
in Proceedings of Machine Learning Research (PMLR) 2023
in Proceedings of Machine Learning Research (PMLR) 2023
in Lecture Notes in Computer Science (LNCS) 2023
in Conference on Neural Information Processing Systems (NeurIPS) 2023
in Conference on Neural Information Processing Systems (NeurIPS) 2023
in Conference on Neural Information Processing Systems (NeurIPS) 2023
in Conference on Neural Information Processing Systems (NeurIPS) 2023
in Biomedical Signal Processing and Control 2023
in Computing Research Repository (CoRR) 2023
in Computing Research Repository (CoRR) 2023
in IEEE Communications Standards Magazine 2023
in IEEE Communications Letters 2023
in Information Sciences 2023
in Journal of Systems Architecture (JSA) 2023
in IEEE Journal of Selected Areas in Communications 2023
in Medical Image Analysis 2023
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2023
in ACM Transactions on Embedded Computing Systems 2023
in IEEE Transactions on Information Forensics and Security 2023
in IEEE Transactions on Multimedia (TMM) 2023
in ACM Transactions on Sensor Networks (TOSN) 2023
in IEEE Wireless Communications Letters 2023
in Annual Meeting of the Association for Computational Linguistics (ACL) 2022
in Lecture Notes in Computer Science (LNCS) 2022
in IEEE International Conference on High Performance Computing and Communications (HPCC) 2022
in International Conference on Learning Representations (ICLR) 2022
in IEEE International Conference on Multimedia and Expo (ICME) 2022
in Lecture Notes in Computer Science (LNCS) 2022
in Conference on Multimedia Information Processing and Retrieval (MIPR) 2022
in International Workshop on Human-centric Multimedia Analysis (HCMA) 2022
in Conference on Neural Information Processing Systems (NeurIPS) 2022
in IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2022
in Applied Soft Computing 2022
in Computing Research Repository (CoRR) 2022
in Computing Research Repository (CoRR) 2022
in IET Image Processing 2022
in IET Image Processing 2022
in Neurocomputing 2022
in Journal of Parallel and Distributed Computing 2022
in Medical Image Analysis 2022
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2022
in IEEE Transactions on Circuits and Systems for Video Technology 2022
in IEEE Transactions on Circuits and Systems for Video Technology 2022
in IEEE Transactions on Cybernetics 2022
in IEEE Transactions on Cybernetics 2022
in IEEE Transactions on Cybernetics 2022
in IEEE Transactions on Information Forensics and Security 2022
in IEEE Transactions on Industrial Informatics 2022
in IEEE Journal of Biomedical and Health Informatics (J-BHI) 2022
in IEEE Transactions on Neural Networks and Learning Systems 2022
in IEEE Transactions on Neural Networks and Learning Systems 2022
in IEEE Transactions on Neural Networks and Learning Systems 2022
in IEEE Transactions on Networking (TON) 2022
in IEEE Transactions on Wireless Communications 2022
in IEEE Vehicular Technology Magazine 2022
in AAAI Conference on Artificial Intelligence (AAAI) 2021
in Findings of ACL 2021
in Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) 2021
in IEEE Computational Intelligence Magazine 2021
in Computing Research Repository (CoRR) 2021
in International Journal of Computer Vision 2021
in Information Sciences 2021
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2021
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2021
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2021
in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2021
in IEEE Transactions on Cybernetics 2021
in IEEE Transactions on Image Processing 2021
in IEEE Transactions on Image Processing 2021
in IEEE Transactions on Multimedia (TMM) 2021
in ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM) 2021
in IEEE Transactions on Systems, Man, and Cybernetics: Systems 2021
in IEEE Wireless Communications 2021
in AAAI Conference on Artificial Intelligence (AAAI) 2020
in Annual Meeting of the Association for Computational Linguistics (ACL) 2020
in Annual Meeting of the Association for Computational Linguistics (ACL) 2020
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2020
in Global Communications Conference (GLOBECOM) 2020
in IEEE International Conference on Distributed Computing Systems (ICDCS) 2020
in IEEE International Conference on Image Processing (ICIP) 2020
in Conference of the International Speech Communication Association (INTERSPEECH) 2020
in Conference of the International Speech Communication Association (INTERSPEECH) 2020
in Conference on Neural Information Processing Systems (NeurIPS) 2020
in Conference on Neural Information Processing Systems (NeurIPS) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in Computing Research Repository (CoRR) 2020
in IEEE MultiMedia 2020
in Knowledge-Based Systems 2020
in Neural Networks 2020
in IEEE Transactions on Circuits and Systems for Video Technology 2020
in IEEE Transactions on Information Forensics and Security 2020
in IEEE Transactions on Image Processing 2020
in IEEE Transactions on Neural Networks and Learning Systems 2020
in IEEE Transactions on Neural Networks and Learning Systems 2020
in IEEE Transactions on Neural Networks and Learning Systems 2020
in AAAI Conference on Artificial Intelligence (AAAI) 2019
in AAAI Conference on Artificial Intelligence (AAAI) 2019
in Annual Meeting of the Association for Computational Linguistics (ACL) 2019
in IEEE/CVF International Conference on Computer Vision (ICCV) 2019
in IEEE/CVF International Conference on Computer Vision (ICCV) 2019
in Proceedings of Machine Learning Research (PMLR) 2019
in International Joint Conference on Artificial Intelligence (IJCAI) 2019
in Conference on Neural Information Processing Systems (NeurIPS) 2019
in Computing Research Repository (CoRR) 2019
in Computing Research Repository (CoRR) 2019
in Information Sciences 2019
in Machine Learning 2019
in IEEE Transactions on Industrial Electronics 2019
in IEEE Transactions on Neural Networks and Learning Systems 2019
in IEEE Transactions on Neural Networks and Learning Systems 2019
in AAAI Conference on Artificial Intelligence (AAAI) 2018
in International Conference on Control, Automation, Robotics and Vision (ICARCV) 2018
in Applied Soft Computing 2018
in Computing Research Repository (CoRR) 2018
in Computing Research Repository (CoRR) 2018
in IEEE Transactions on Affective Computing 2018
in IEEE Transactions on Image Processing 2018
in IEEE Transactions on Neural Networks and Learning Systems 2018
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2017
in AAAI Conference on Artificial Intelligence (AAAI) 2016
in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2016
in Lecture Notes in Computer Science (LNCS) 2016
in International Joint Conference on Artificial Intelligence (IJCAI) 2016
in Computing Research Repository (CoRR) 2016
in Computing Research Repository (CoRR) 2016
in IEEE Transactions on Image Processing 2016
in Lecture Notes in Computer Science (LNCS) 2015
in Computing Research Repository (CoRR) 2015
in AAAI Conference on Artificial Intelligence (AAAI) 2014
in Proceedings of Machine Learning Research (PMLR) 2014
in Lecture Notes in Computer Science (LNCS) 2014
in Proceedings of Machine Learning Research (PMLR) 2012
The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025.
In IEEE Transactions on Pattern Analysis and Machine Intelligence 2025
In NeurIPS 2024 (Spotlight Paper)
In ACM MM 2024 (Best Paper Nomination)
In ICLR 2024 (Oral, 1.2%)
In IEEE Transactions on Neural Networks and Learning Systems 2024
In NeurIPS 2023
In NeurIPS 2023
In ICLR 2023
In IEEE Transactions on Pattern Analysis and Machine Intelligence 2023
In NeurIPS 2022
In IEEE Transactions on Neural Networks and Learning Systems 2022
In IEEE Transactions on Pattern Analysis and Machine Intelligence 2022
In Journal of Machine Learning Research 2022
In IEEE Transactions on Pattern Analysis and Machine Intelligence 2021
In ICCV 2021
In ICLR 2021
In IEEE Transactions on Pattern Analysis and Machine Intelligence 2021
In ICLR 2020
In IEEE Transactions on Pattern Analysis and Machine Intelligence 2020
In Artificial Intelligence 2019
In Journal of Machine Learning Research 2019
In IEEE Transactions on Information Forensics & Security 2019
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03 / COMMUNITY
04 / RECOGNITION
05 / SUPPORT
LET’S CONNECT