papers

List of papers

2026

  1. PRO (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
    arXiv Code Poster
  2. RAD (ECML 2026)
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    Retrieval-augmented Decoding for Improving Truthfulness in Open-ended Generation
    Manh Nguyen, Sunil Gupta, and Hung Le
    2026
    arXiv Code
  3. UAB
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    Uncertainty-Aware Budget Allocation for Adaptive Test-Time Reasoning
    Manh Nguyen, Sunil Gupta, and Hung Le
    2026
    arXiv Code
  4. DAR
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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
    arXiv Code
  5. RCS
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    Beyond Majority Voting: Efficient Best-Of-N with Radial Consensus Score
    Manh Nguyen, Sunil Gupta, and Hung Le
    2026
    arXiv Code
  6. SPaCe (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
    arXiv

2025

  1. GRAD
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    GRAD: Graph-Retrieved Adaptive Decoding for Hallucination Mitigation
    Manh Nguyen, Sunil Gupta, Dai Do, and 1 more author
    2025
    arXiv
  2. UGCS
    Uncertainty-Guided Checkpoint Selection for Reinforcement Finetuning of Large Language Models
    Manh Nguyen, Dung Nguyen, Dai Do, and 2 more authors
    2025
    arXiv
  3. 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
    DOI PDF
  4. RDS
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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
    arXiv Code
  5. preprint
    Towards Robust Fact-Checking: A Multi-Agent System with Advanced Evidence Retrieval
    Tam Trinh, Manh Nguyen, and Truong-Son Hy
    2025
    arXiv

2019

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