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Mengxuan Hu

14 papers at tracked venues · 11 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

AAAI ×3ICML ×2ACL ×1CIKM ×1CVPR ×1EMNLP ×1ICLR ×1IJCAI ×1NeurIPS ×1SIGIR ×1SIGKDD ×1

Frequent coauthors

Sheng Li
×13
Zihan Guan
×8
Zhongliang Zhou
×4
Dongliang Guo
×4
Ronghang Zhu
×3
Anil Kumar S. Vullikanti
×3
Jielu Zhang
×3
Hanzhang Yuan
×2
Junfeng Guo
×2
Thomas Hartvigsen
×2
Daiqing Qi
×2
Wenhao Zhang
×1

Papers

  1. Reducing Token Redundancy in LVLMs: A Systematic Review of Token Pruning Methods
    ACL 2026 ·
    Hanzhang Yuan
    , Mengxuan Hu,
    Wenhao Zhang
    ,
    Tianlong Wang
    ,
    Zhongliang Zhou
    ,
    Jiasen Lu
    ,
    Sheng Li
  2. Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing
    CIKM 2025 ·
    Dongliang Guo
    , Mengxuan Hu,
    Zihan Guan
    ,
    Junfeng Guo
    ,
    Thomas Hartvigsen
    ,
    Sheng Li
  3. BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing
    ICML 2025 ·
    Dongliang Guo
    , Mengxuan Hu,
    Zihan Guan
    ,
    Thomas Hartvigsen
    ,
    Sheng Li
  4. Benign Samples Matter! Fine-tuning On Outlier Benign Samples Severely Breaks Safety
    ICML 2025 ·
    Zihan Guan
    , Mengxuan Hu,
    Ronghang Zhu
    ,
    Sheng Li
    ,
    Anil Vullikanti
  5. Improve Temporal Reasoning in Multimodal Large Language Models via Video Contrastive Decoding
    NeurIPS 2025 ·
    Daiqing Qi
    ,
    Dongliang Guo
    ,
    Hanzhang Yuan
    ,
    Handong Zhao
    , Mengxuan Hu,
    Lehan Yang
    ,
    Sheng Li
  6. Large Language Models for Causal Discovery: Current Landscape and Future Directions
    IJCAI 2025 ·
    Guangya Wan
    ,
    Yunsheng Lu
    ,
    Yuqi Wu
    , Mengxuan Hu,
    Sheng Li
  7. Mind Control through Causal Inference: Predicting Clean Images from Poisoned Data
    ICLR 2025 · Mengxuan Hu,
    Zihan Guan
    ,
    Yi Zeng
    ,
    Junfeng Guo
    ,
    Zhongliang Zhou
    ,
    Jielu Zhang
    ,
    Ruoxi Jia
    ,
    Anil Kumar S. Vullikanti
    ,
    Sheng Li
  8. No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users
    EMNLP 2025 · Mengxuan Hu,
    Hongyi Wu
    ,
    Ronghang Zhu
    ,
    Zihan Guan
    ,
    Dongliang Guo
    ,
    Daiqing Qi
    ,
    Sheng Li
  9. Revisiting Source-Free Domain Adaptation: Insights into Representativeness, Generalization, and Variety
    CVPR 2025 ·
    Ronghang Zhu
    , Mengxuan Hu,
    Weiming Zhuang
    ,
    Lingjuan Lyu
    ,
    Xiang Yu
    ,
    Sheng Li
  10. UFID: A Unified Framework for Black-box Input-level Backdoor Detection on Diffusion Models
    AAAI 2025 ·
    Zihan Guan
    , Mengxuan Hu,
    Sheng Li
    ,
    Anil Kumar S. Vullikanti
  11. BadSAM: Exploring Security Vulnerabilities of SAM via Backdoor Attacks (Student Abstract)
    AAAI 2024 ·
    Zihan Guan
    , Mengxuan Hu,
    Zhongliang Zhou
    ,
    Jielu Zhang
    ,
    Sheng Li
    ,
    Ninghao Liu
  12. Causal Inference with Latent Variables: Recent Advances and Future Prospectives
    SIGKDD 2024 ·
    Yaochen Zhu
    ,
    Yinhan He
    ,
    Jing Ma
    , Mengxuan Hu,
    Sheng Li
    ,
    Jundong Li
  13. Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented Generation
    SIGIR 2024 ·
    Zhongliang Zhou
    ,
    Jielu Zhang
    ,
    Zihan Guan
    , Mengxuan Hu,
    Ni Lao
    ,
    Lan Mu
    ,
    Sheng Li
    ,
    Gengchen Mai
  14. Task-Driven Causal Feature Distillation: Towards Trustworthy Risk Prediction
    AAAI 2024 ·
    Zhixuan Chu
    , Mengxuan Hu,
    Qing Cui
    ,
    Longfei Li
    ,
    Sheng Li