PPaperPicks

Xiaojun Jia

34 papers at tracked venues · 30 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Yihao Huang
×8
Simeng Qin
×8
Yang Liu
×7
Xinfeng Li
×7
Xiaochun Cao
×7
Siyuan Liang
×5
Xinwei Liu
×4
Yuan Xun
×4
Ranjie Duan
×4
Jindong Gu
×4
Wei Dong
×3
Ju Jia
×3

Papers

  1. AsFT: Anchoring Safety During LLM Fine-Tuning Within Narrow Safety Basin
    AAAI 2026 ·
    Shuo Yang
    ,
    Qihui Zhang
    ,
    Yuyang Liu
    ,
    Yue Huang
    , Xiaojun Jia,
    Kun-Peng Ning
    ,
    Jia-Yu Yao
    ,
    Jigang Wang
    ,
    Hailiang Dai
    ,
    Yibing Song
    ,
    Li Yuan
  2. Casting a SPELL: Sentence Pairing Exploration for LLM Limitation-Breaking
    FSE 2026 ·
    Yifan Huang
    , Xiaojun Jia,
    Wenbo Guo
    ,
    Yuqiang Sun
    ,
    Yihao Huang
    ,
    Chong Wang
    ,
    Yang Liu
  3. EmoRAG: Evaluating RAG Robustness to Symbolic Perturbations
    SIGKDD 2026 ·
    Xinyun Zhou
    ,
    Xinfeng Li
    ,
    Yinan Peng
    ,
    Ming Xu
    ,
    Xuanwang Zhang
    ,
    Miao Yu
    ,
    Yidong Wang
    , Xiaojun Jia,
    Kun Wang
    ,
    Qingsong Wen
    ,
    XiaoFeng Wang
    ,
    Wei Dong
  4. GAMBIT: A Gamified Jailbreak Framework for Multimodal Large Language Models
    ACL 2026 ·
    Xiangdong Hu
    ,
    Yangyang Jiang
    ,
    Qin Hu
    , Xiaojun Jia
  5. GeoShield: Safeguarding Geolocation Privacy from Vision-Language Models via Adversarial Perturbations
    AAAI 2026 ·
    Xinwei Liu
    , Xiaojun Jia,
    Yuan Xun
    ,
    Simeng Qin
    ,
    Xiaochun Cao
  6. Know Thy Enemy: Securing LLMs Against Prompt Injection via Diverse Data Synthesis and Instruction-Level Chain-of-Thought Learning
    ACL 2026 ·
    Zhiyuan Chang
    ,
    Mingyang Li
    ,
    Yuekai Huang
    ,
    Ziyou Jiang
    , Xiaojun Jia,
    Qian Xiong
    ,
    Junjie Wang
    ,
    Zhaoyang Li
    ,
    Qing Wang
  7. MPAS: Breaking Sequential Constraints of Multi-Agent Communication Topologies via Individual-Epistemic Message Propagation
    AAAI 2026 ·
    Jingxuan Yu
    ,
    Ju Jia
    ,
    Simeng Qin
    , Xiaojun Jia,
    Siqi Ma
    ,
    Yihao Huang
    ,
    Yali Yuan
    ,
    Guang Cheng
  8. Odysseus: Jailbreaking Commercial Multimodal LLM-integrated Systems via Dual Steganography
    NDSS 2026 ·
    Songze Li
    ,
    Jiameng Cheng
    ,
    Yiming Li
    , Xiaojun Jia,
    Dacheng Tao
  9. PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems
    AAAI 2026 ·
    Qi Guo
    , Xiaojun Jia,
    Shanmin Pang
    ,
    Simeng Qin
    ,
    Lin Wang
    ,
    Ju Jia
    ,
    Yang Liu
    ,
    Qing Guo
  10. The Emotional Baby Is Truly Deadly: Does Your Multimodal Large Reasoning Model Have Emotional Flattery Towards Humans?
    AAAI 2026 ·
    Yuan Xun
    , Xiaojun Jia,
    Xinwei Liu
    ,
    Simeng Qin
    ,
    Hua Zhang
  11. Towards Identification and Intervention of Safety-Critical Parameters in Large Language Models
    ACL 2026 ·
    Weiwei Qi
    ,
    Zefeng Wu
    ,
    Tianhang Zheng
    ,
    Zikang Zhang
    , Xiaojun Jia,
    Zhan Qin
    ,
    Kui Ren
  12. WebCloak: Characterizing and Mitigating Threats From LLM-Driven Web Agents as Intelligent Scrapers
    S&P 2026 ·
    Xinfeng Li
    ,
    Tianze Qiu
    ,
    Yingbin Jin
    ,
    Lixu Wang
    ,
    Hanqing Guo
    , Xiaojun Jia,
    Xiaofeng Wang
    ,
    Wei Dong
  13. 3D Gaussian Splatting Driven Multi-View Robust Physical Adversarial Camouflage Generation
    ICCV 2025 ·
    Tianrui Lou
    , Xiaojun Jia,
    Siyuan Liang
    ,
    Jiawei Liang
    ,
    Ming Zhang
    ,
    Yanjun Xiao
    ,
    Xiaochun Cao
  14. Accelerate 3D Object Detection Models via Zero-Shot Attention Key Pruning
    ICCV 2025 ·
    Lizhen Xu
    ,
    Xiuxiu Bai
    , Xiaojun Jia,
    Jianwu Fang
    ,
    Shanmin Pang
  15. Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment
    NeurIPS 2025 · Xiaojun Jia,
    Sensen Gao
    ,
    Simeng Qin
    ,
    Tianyu Pang
    ,
    Chao Du
    ,
    Yihao Huang
    ,
    Xinfeng Li
    ,
    Yiming Li
    ,
    Bo Li
    ,
    Yang Liu
  16. AutoPrompt: Automated Red-Teaming of Text-to-Image Models via LLM-Driven Adversarial Prompts
    ICCV 2025 ·
    Yufan Liu
    ,
    Wanqian Zhang
    ,
    Huashan Chen
    ,
    Lin Wang
    , Xiaojun Jia,
    Zheng Lin
    ,
    Weiping Wang
  17. Cannot See the Forest for the Trees: Invoking Heuristics and Biases to Elicit Irrational Choices of LLMs
    ICML 2025 ·
    Haoming Yang
    ,
    Ke Ma
    , Xiaojun Jia,
    Yingfei Sun
    ,
    Qianqian Xu
    ,
    Qingming Huang
  18. Crabs: Consuming Resource via Auto-generation for LLM-DoS Attack under Black-box Settings
    ACL 2025 ·
    Yuanhe Zhang
    ,
    Zhenhong Zhou
    ,
    Wei Zhang
    ,
    Xinyue Wang
    , Xiaojun Jia,
    Yang Liu
    ,
    Sen Su
  19. DAMA: Data- and Model-aware Alignment of Multi-modal LLMs
    ICML 2025 ·
    Jinda Lu
    ,
    Junkang Wu
    ,
    Jinghan Li
    , Xiaojun Jia,
    Shuo Wang
    ,
    Yifan Zhang
    ,
    Junfeng Fang
    ,
    Xiang Wang
    ,
    Xiangnan He
  20. Efficient Universal Goal Hijacking with Semantics-guided Prompt Organization
    ACL 2025 ·
    Yihao Huang
    ,
    Chong Wang
    , Xiaojun Jia,
    Qing Guo
    ,
    Felix Juefei-Xu
    ,
    Jian Zhang
    ,
    Yang Liu
    ,
    Geguang Pu
  21. Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models
    ICCV 2025 ·
    Teng Ma
    , Xiaojun Jia,
    Ranjie Duan
    ,
    Xinfeng Li
    ,
    Yihao Huang
    ,
    Xiaoshuang Jia
    ,
    Zhixuan Chu
    ,
    Wenqi Ren
  22. Improved Techniques for Optimization-Based Jailbreaking on Large Language Models
    ICLR 2025 · Xiaojun Jia,
    Tianyu Pang
    ,
    Chao Du
    ,
    Yihao Huang
    ,
    Jindong Gu
    ,
    Yang Liu
    ,
    Xiaochun Cao
    ,
    Min Lin
  23. LLM Jailbreak Detection for (Almost) Free!
    EMNLP 2025 ·
    Guorui Chen
    ,
    Yifan Xia
    , Xiaojun Jia,
    Zhijiang Li
    ,
    Philip Torr
    ,
    Jindong Gu
  24. One Shot Dominance: Knowledge Poisoning Attack on Retrieval-Augmented Generation Systems
    EMNLP 2025 ·
    Zhiyuan Chang
    ,
    Mingyang Li
    , Xiaojun Jia,
    Junjie Wang
    ,
    Yuekai Huang
    ,
    Ziyou Jiang
    ,
    Yang Liu
    ,
    Qing Wang
  25. PATFinger: Prompt-Adapted Transferable Fingerprinting against Unauthorized Multimodal Dataset Usage
    SIGIR 2025 ·
    Wenyi Zhang
    ,
    Ju Jia
    , Xiaojun Jia,
    Yihao Huang
    ,
    Xinfeng Li
    ,
    Cong Wu
    ,
    Lina Wang
  26. PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization
    EMNLP 2025 ·
    Ruoxi Cheng
    ,
    Yizhong Ding
    ,
    Shuirong Cao
    ,
    Ranjie Duan
    ,
    Xiaoshuang Jia
    ,
    Shaowei Yuan
    ,
    Simeng Qin
    ,
    Zhiqiang Wang
    , Xiaojun Jia
  27. Perception-Guided Jailbreak Against Text-to-Image Models
    AAAI 2025 ·
    Yihao Huang
    ,
    Le Liang
    ,
    Tianlin Li
    , Xiaojun Jia,
    Run Wang
    ,
    Weikai Miao
    ,
    Geguang Pu
    ,
    Yang Liu
  28. SeCon-RAG: A Two-Stage Semantic Filtering and Conflict-Free Framework for Trustworthy RAG
    NeurIPS 2025 ·
    Xiaonan Si
    ,
    Meilin Zhu
    ,
    Simeng Qin
    ,
    Lijia Yu
    ,
    Lijun Zhang
    ,
    Shuaitong Liu
    ,
    Xinfeng Li
    ,
    Ranjie Duan
    ,
    Yang Liu
    , Xiaojun Jia
  29. The Eye of Sherlock Holmes: Uncovering User Private Attribute Profiling via Vision-Language Model Agentic Framework
    ACM MM 2025 ·
    Feiran Liu
    ,
    Yuzhe Zhang
    ,
    Xinyi Huang
    ,
    Yinan Peng
    ,
    Xinfeng Li
    ,
    Lixu Wang
    ,
    Yutong Shen
    ,
    Ranjie Duan
    ,
    Simeng Qin
    , Xiaojun Jia,
    Qingsong Wen
    ,
    Wei Dong
  30. Boosting Transferability in Vision-Language Attacks via Diversification Along the Intersection Region of Adversarial Trajectory
    ECCV 2024 ·
    Sensen Gao
    , Xiaojun Jia,
    Xuhong Ren
    ,
    Ivor W. Tsang
    ,
    Qing Guo
  31. Does Few-Shot Learning Suffer from Backdoor Attacks?
    AAAI 2024 ·
    Xinwei Liu
    , Xiaojun Jia,
    Jindong Gu
    ,
    Yuan Xun
    ,
    Siyuan Liang
    ,
    Xiaochun Cao
  32. Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds
    CVPR 2024 ·
    Tianrui Lou
    , Xiaojun Jia,
    Jindong Gu
    ,
    Li Liu
    ,
    Siyuan Liang
    ,
    Bangyan He
    ,
    Xiaochun Cao
  33. Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning
    ACM MM 2024 ·
    Xinwei Liu
    , Xiaojun Jia,
    Yuan Xun
    ,
    Siyuan Liang
    ,
    Xiaochun Cao
  34. Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection
    ICLR 2024 ·
    Jiawei Liang
    ,
    Siyuan Liang
    ,
    Aishan Liu
    , Xiaojun Jia,
    Junhao Kuang
    ,
    Xiaochun Cao