School of Computer Science & Statistics

Trinity College Dublin, Ireland ๐Ÿ‡ฎ๐Ÿ‡ช

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Tuan Tran's homepage

Bias, underfitted, but always strive for new iterations.

My name is Van-Tuan Tran ๐Ÿ‡ป๐Ÿ‡ณ.

I am inspired by natural intelligence and aim to build collective, adaptable, and efficient intelligent systems.

At present, I am a PhD candidate at Trinity College Dublin, where my focus is centered on improving the adatability of Federated Learning systems.

Also check out my professional site at gmd-ai.com.

news

Jan 20, 2026 ๐ŸŽ‰ Paper accepted! ๐ŸŽ‰ Beyond Binary Classification: A Semi-supervised Approach to Generalized AI-generated Image Detection has been accepted at AAAI Conference on Artificial Intelligence.
Nov 26, 2025 ๐Ÿ“ New preprint released! Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey
Nov 20, 2025 ๐ŸŽ‰ Paper accepted! ๐ŸŽ‰ A Survey on Proactive Deepfake Defense: Disruption and Watermarking has been accepted at ACM Computing Surveys.
Jul 01, 2025 ๐ŸŽ‰ Paper accepted! ๐ŸŽ‰ Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time Adaptation has been accepted at International Joint Conference on Artificial Intelligence (IJCAI).
Jun 19, 2025 ๐Ÿ“ New preprint released! FLAME: Towards Federated Fine-Tuning Large Language Models Through Adaptive SMoE
Mar 06, 2025 ๐ŸŽ‰ Paper accepted! ๐ŸŽ‰ D-Revisiting Sparse Mixture of Experts for Resource-adaptive Federated Fine-tuning Foundation Models has been accepted at ICLR Workshop on Modularity for Collaborative, Decentralized, and Continual Deep Learning (MCDC@ICLR).
Jun 30, 2024 ๐ŸŽ‰ Paper accepted! ๐ŸŽ‰ D-CAPTCHA++: A Study of Resilience of Deepfake CAPTCHA under Transferable Imperceptible Adversarial Attack has been accepted at International Joint Conference on Neural Networks (IJCNN).
Jan 31, 2024 ๐ŸŽ‰ Paper accepted! ๐ŸŽ‰ Personalized Privacy-Preserving Framework for Cross-Silo Federated Learning has been accepted at IEEE Transactions on Emerging Topics in Computing.
Sep 01, 2023 ๐ŸŽ“ I am a PhD student at the School of Statistics and Computer Science at Trinity College Dublin ๐Ÿ‡ฎ๐Ÿ‡ช, under the supervision of Prof. Marco Ruffini ๐Ÿ‘จโ€๐Ÿซ and Dr. Merim Dzaferagic ๐Ÿ‘จโ€๐Ÿซ.
Jan 01, 2023 ๐ŸŽ‰ Paper accepted! ๐ŸŽ‰ Learning From Multiple Expert Annotators for Enhancing Anomaly Detection in Medical Image Analysis has been accepted at IEEE Access.
Jan 10, 2022 I join VinUni-Illinois Smart Health Centre ๐Ÿฅ as Research Assistant to work on the project of Privacy-Preserving, Robust, and Explainable Federated Learning Framework for Healthcare System ๐Ÿค–๐Ÿ”’๐Ÿฉบ. ๐Ÿ”„
Dec 30, 2021 I join MTI Technology Vietnam (AI Lab) ๐Ÿ’ก as Data Scientist to work on a research-oriented project, namely AI-Robotics Platform for Remote Point-of-care ๐Ÿฅ๐Ÿค–.
Nov 09, 2020 I join Vingroup Big Data Institute ๐Ÿข๐Ÿ”ฌ to work as Research Intern on the project Learning from multiple annotators ๐Ÿง‘โ€๐Ÿ”ฌ๐Ÿ“๐Ÿค.
Sep 01, 2019 I join CB/I Digital Inc. ๐Ÿ’ผ๐Ÿค– as Machine Learning Engineer for the Automated Campaign Management project ๐Ÿš€๐Ÿ“ˆ. My role involves designing and implementing ML systems to optimize clientsโ€™ digital marketing campaigns ๐ŸŽฏ๐Ÿ’ก.