papers

List of papers

2026

  1. AAAI-26
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    Probabilities Are All You Need: A Probability-Only Approach to Uncertainty Estimation in Large Language Models
    Manh Nguyen, Sunil Gupta, and Hung Le
    The 40th Annual AAAI Conference on Artificial Intelligence, 2026
  2. ACL-26
    SPaCe: Unlocking Sample-Efficient Large Language Models Training With Self-Pace Curriculum Learning
    Do Dai, Manh Nguyen, Svetha Venkatesh, and 1 more author
    The 64th Annual Meeting of the Association for Computational Linguistics, 2026
  3. preprint
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    Hear Both Sides: Efficient Multi-Agent Debate via Diversity-Aware Message Retention
    Manh Nguyen, Anh Nguyen, Dung Nguyen, and 2 more authors
    2026

2025

  1. JoMA-25
    Topic classification of vietnamese product reviews in e-commerce using PhoBERT
    Tuan Duy Nguyen, Duc Minh Nguyen, Manh Nguyen, and 1 more author
    Journal of Marketing Analytics, 2025
  2. preprint
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    Retrieval-augmented Decoding for Improving Truthfulness in Open-ended Generation
    Manh Nguyen, Sunil Gupta, and Hung Le
    2025
  3. preprint
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    Distance Is All You Need: Radial Dispersion for Uncertainty Estimation in Large Language Models
    Manh Nguyen, Sunil Gupta, and Hung Le
    2025
  4. preprint
    Uncertainty-Guided Checkpoint Selection for Reinforcement Finetuning of Large Language Models
    Manh Nguyen, Dung Nguyen, Dai Do, and 2 more authors
    2025
  5. preprint
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    GRAD: Graph-Retrieved Adaptive Decoding for Hallucination Mitigation
    Manh Nguyen, Sunil Gupta, Dai Do, and 1 more author
    2025
  6. preprint
    SPaRFT: Self-Paced Reinforcement Fine-Tuning for Large Language Models
    Dai Do, Manh Nguyen, Svetha Venkatesh, and 1 more author
    2025
  7. preprint
    Towards Robust Fact-Checking: A Multi-Agent System with Advanced Evidence Retrieval
    Tam Trinh, Manh Nguyen, and Truong-Son Hy
    2025

2019

  1. CinC2019
    Representation Learning for Early Sepsis Prediction
    Luan Tran, Manh Nguyen, and Cyrus Shahabi
    Computing in Cardiology, Apr 2019