PPaperPicks

Mengdi Huai

18 papers at tracked venues · 14 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

AAAI ×7ICML ×4ACL ×1CIKM ×1EMNLP ×1ICCV ×1MICCAI ×1SDM ×1SIGKDD ×1

Frequent coauthors

Chenxu Zhao
×9
Wei Qian
×9
Yangyi Li
×8
Aobo Chen
×4
Fenglong Ma
×4
Chenglin Miao
×3
Jiaqi Wang
×3
Divya Lidder
×2
Ninghao Liu
×2
Yuan Zhong
×2
Xiaochen Wang
×2
Yaqing Wang
×2

Papers

  1. Quantifying and Understanding Uncertainty in Large Reasoning Models
    ACL 2026 ·
    Yangyi Li
    ,
    Chenxu Zhao
    , Mengdi Huai
  2. Towards Benchmarking Privacy Vulnerabilities in Selective Forgetting with Large Language Models
    AAAI 2026 ·
    Wei Qian
    ,
    Chenxu Zhao
    ,
    Yangyi Li
    , Mengdi Huai
  3. Membership Inference Attacks With False Discovery Rate Control
    ICCV 2025 ·
    Chenxu Zhao
    ,
    Wei Qian
    ,
    Aobo Chen
    , Mengdi Huai
  4. Neuron Explanations for Conformal Prediction (Student Abstract)
    AAAI 2025 ·
    Divya Lidder
    ,
    Kathryn Morse
    ,
    Bridget Sullivan
    ,
    Wei Qian
    ,
    Chenglin Miao
    , Mengdi Huai
  5. Quantifying Uncertainty in Natural Language Explanations of Large Language Models for Question Answering
    EMNLP 2025 ·
    Yangyi Li
    , Mengdi Huai
  6. Towards Unveiling Predictive Uncertainty Vulnerabilities in the Context of the Right to Be Forgotten
    CIKM 2025 ·
    Wei Qian
    ,
    Chenxu Zhao
    ,
    Yangyi Li
    ,
    Wenqian Ye
    , Mengdi Huai
  7. AdvST: Revisiting Data Augmentations for Single Domain Generalization
    AAAI 2024 ·
    Guangtao Zheng
    , Mengdi Huai,
    Aidong Zhang
  8. Automated Natural Language Explanation of Deep Visual Neurons with Large Models (Student Abstract)
    AAAI 2024 ·
    Chenxu Zhao
    ,
    Wei Qian
    ,
    Yucheng Shi
    , Mengdi Huai,
    Ninghao Liu
  9. Backdoor Attacks via Machine Unlearning
    AAAI 2024 ·
    Zihao Liu
    ,
    Tianhao Wang
    , Mengdi Huai,
    Chenglin Miao
  10. Bridging Model Heterogeneity in Federated Learning via Uncertainty-based Asymmetrical Reciprocity Learning
    ICML 2024 ·
    Jiaqi Wang
    ,
    Chenxu Zhao
    ,
    Lingjuan Lyu
    ,
    Quanzeng You
    , Mengdi Huai,
    Fenglong Ma
  11. Data Poisoning Attacks against Conformal Prediction
    ICML 2024 ·
    Yangyi Li
    ,
    Aobo Chen
    ,
    Wei Qian
    ,
    Chenxu Zhao
    ,
    Divya Lidder
    , Mengdi Huai
  12. Fostering Trustworthiness in Machine Learning Algorithms
    AAAI 2024 · Mengdi Huai
  13. Improving Interpretation Faithfulness for Vision Transformers
    ICML 2024 ·
    Lijie Hu
    ,
    Yixin Liu
    ,
    Ninghao Liu
    , Mengdi Huai,
    Lichao Sun
    ,
    Di Wang
  14. MedDiffusion: Boosting Health Risk Prediction via Diffusion-based Data Augmentation
    SDM 2024 ·
    Yuan Zhong
    ,
    Suhan Cui
    ,
    Jiaqi Wang
    ,
    Xiaochen Wang
    ,
    Ziyi Yin
    ,
    Yaqing Wang
    ,
    Houping Xiao
    , Mengdi Huai,
    Ting Wang
    ,
    Fenglong Ma
  15. Modeling and Understanding Uncertainty in Medical Image Classification
    MICCAI 2024 ·
    Aobo Chen
    ,
    Yangyi Li
    ,
    Wei Qian
    ,
    Kathy Morse
    ,
    Chenglin Miao
    , Mengdi Huai
  16. Rethinking Adversarial Robustness in the Context of the Right to be Forgotten
    ICML 2024 ·
    Chenxu Zhao
    ,
    Wei Qian
    ,
    Yangyi Li
    ,
    Aobo Chen
    , Mengdi Huai
  17. Synthesizing Multimodal Electronic Health Records via Predictive Diffusion Models
    SIGKDD 2024 ·
    Yuan Zhong
    ,
    Xiaochen Wang
    ,
    Jiaqi Wang
    ,
    Xiaokun Zhang
    ,
    Yaqing Wang
    , Mengdi Huai,
    Cao Xiao
    ,
    Fenglong Ma
  18. Towards Modeling Uncertainties of Self-Explaining Neural Networks via Conformal Prediction
    AAAI 2024 ·
    Wei Qian
    ,
    Chenxu Zhao
    ,
    Yangyi Li
    ,
    Fenglong Ma
    ,
    Chao Zhang
    , Mengdi Huai