PPaperPicks

Siyuan Liang

National University of Singapore, School of Computer of Science, Singapore

31 papers at tracked venues · 28 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-6154-0233 ↗Homepage ↗

Venues

ACM MM ×5AAAI ×4CVPR ×4ICCV ×4NeurIPS ×4ICLR ×3ACL ×2EMNLP ×1ICML ×1ICSE ×1IJCAI ×1ISSTA ×1

Frequent coauthors

Aishan Liu
×18
Dacheng Tao
×14
Xiaochun Cao
×12
Xianglong Liu
×9
Tianyuan Zhang
×6
Xiaojun Jia
×5
Jiawei Liang
×5
Yisong Xiao
×5
Tianrui Lou
×3
Ming Zhang
×3
Zonghao Ying
×3
Mingli Zhu
×3

Papers

  1. Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles
    AAAI 2026 ·
    Jiangfan Liu
    ,
    Yongkang Guo
    ,
    Fangzhi Zhong
    ,
    Tianyuan Zhang
    ,
    Zonglei Jing
    , Siyuan Liang,
    Jiakai Wang
    ,
    Mingchuan Zhang
    ,
    Aishan Liu
    ,
    Xianglong Liu
  2. Controllable Contamination Detection for Reliable LLM Evaluation with Statistical Guarantees
    ACL 2026 ·
    Zheng Zhang
    ,
    Qi Liu
    , Siyuan Liang,
    Ning Li
    ,
    Zirui Hu
    ,
    Weibo Gao
    ,
    Rui Li
    ,
    Zhenya Huang
    ,
    Leszek Rutkowski
    ,
    Baosheng Yu
    ,
    Dacheng Tao
  3. SRD: Reinforcement-Learned Semantic Perturbation for Backdoor Defense in VLMs
    AAAI 2026 ·
    Shuhan Xu
    , Siyuan Liang,
    Hongling Zheng
    ,
    Aishan Liu
    ,
    Xinbiao Wang
    ,
    Yong Luo
    ,
    Fu Lin
    ,
    Leszek Rutkowski
    ,
    Dacheng Tao
  4. 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
  5. BDefects4NN: A Backdoor Defect Database for Controlled Localization Studies in Neural Networks
    ICSE 2025 ·
    Yisong Xiao
    ,
    Aishan Liu
    ,
    Xinwei Zhang
    ,
    Tianyuan Zhang
    ,
    Tianlin Li
    , Siyuan Liang,
    Xianglong Liu
    ,
    Yang Liu
    ,
    Dacheng Tao
  6. CopyrightShield: Enhancing Diffusion Model Security Against Copyright Infringement Attacks
    ICCV 2025 ·
    Zhixiang Guo
    , Siyuan Liang,
    Aishan Liu
    ,
    Dacheng Tao
  7. Detoxifying Large Language Models via Autoregressive Reward Guided Representation Editing
    NeurIPS 2025 ·
    Yisong Xiao
    ,
    Aishan Liu
    , Siyuan Liang,
    Zonghao Ying
    ,
    Xianglong Liu
    ,
    Dacheng Tao
  8. ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models
    ACL 2025 ·
    Xuxu Liu
    , Siyuan Liang,
    Mengya Han
    ,
    Yong Luo
    ,
    Aishan Liu
    ,
    Xiantao Cai
    ,
    Zheng He
    ,
    Dacheng Tao
  9. Fairness Mediator: Neutralize Stereotype Associations to Mitigate Bias in Large Language Models
    ISSTA 2025 ·
    Yisong Xiao
    ,
    Aishan Liu
    , Siyuan Liang,
    Xianglong Liu
    ,
    Dacheng Tao
  10. Gradient-Reweighted Adversarial Camouflage for Physical Object Detection Evasion
    ICCV 2025 ·
    Jiawei Liang
    , Siyuan Liang,
    Tianrui Lou
    ,
    Ming Zhang
    ,
    Wenjin Li
    ,
    Dunqiu Fan
    ,
    Xiaochun Cao
  11. ICLShield: Exploring and Mitigating In-Context Learning Backdoor Attacks
    ICML 2025 ·
    Zhiyao Ren
    , Siyuan Liang,
    Aishan Liu
    ,
    Dacheng Tao
  12. Interpreting Object-level Foundation Models via Visual Precision Search
    CVPR 2025 ·
    Ruoyu Chen
    , Siyuan Liang,
    Jingzhi Li
    ,
    Shiming Liu
    ,
    Maosen Li
    ,
    Zhen Huang
    ,
    Hua Zhang
    ,
    Xiaochun Cao
  13. Lie Detector: Unified Backdoor Detection via Cross-Examination Framework
    NeurIPS 2025 ·
    Xuan Wang
    , Siyuan Liang,
    Dongping Liao
    ,
    Han Fang
    ,
    Aishan Liu
    ,
    Xiaochun Cao
    ,
    Yu-liang Lu
    ,
    Ee-Chien Chang
    ,
    Xitong Gao
  14. Manipulating Multimodal Agents via Cross-Modal Prompt Injection
    ACM MM 2025 ·
    Le Wang
    ,
    Zonghao Ying
    ,
    Tianyuan Zhang
    , Siyuan Liang,
    Shengshan Hu
    ,
    Mingchuan Zhang
    ,
    Aishan Liu
    ,
    Xianglong Liu
  15. MetAdv: A Unified and Interactive Adversarial Testing Platform for Autonomous Driving
    ACM MM 2025 ·
    Aishan Liu
    ,
    Jiakai Wang
    ,
    Tianyuan Zhang
    ,
    Hainan Li
    ,
    Jiangfan Liu
    , Siyuan Liang,
    Yilong Ren
    ,
    Xianglong Liu
    ,
    Dacheng Tao
  16. NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models
    ICLR 2025 ·
    Zheng Yi Ho
    , Siyuan Liang,
    Sen Zhang
    ,
    Yibing Zhan
    ,
    Dacheng Tao
  17. Physical Adversarial Camouflage Through Gradient Calibration and Regularization
    IJCAI 2025 ·
    Jiawei Liang
    , Siyuan Liang,
    Jianjie Huang
    ,
    Chenxi Si
    ,
    Ming Zhang
    ,
    Xiaochun Cao
  18. Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models
    EMNLP 2025 ·
    Zonghao Ying
    ,
    Deyue Zhang
    ,
    Zonglei Jing
    ,
    Yisong Xiao
    ,
    Quanchen Zou
    ,
    Aishan Liu
    , Siyuan Liang,
    Xiangzheng Zhang
    ,
    Xianglong Liu
    ,
    Dacheng Tao
  19. Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift
    CVPR 2025 · Siyuan Liang,
    Jiawei Liang
    ,
    Tianyu Pang
    ,
    Chao Du
    ,
    Aishan Liu
    ,
    Mingli Zhu
    ,
    Xiaochun Cao
    ,
    Dacheng Tao
  20. T2V-OptJail: Discrete Prompt Optimization for Text-to-Video Jailbreak Attacks
    NeurIPS 2025 ·
    Jiayang Liu
    , Siyuan Liang,
    Shiqian Zhao
    ,
    Rong-Cheng Tu
    ,
    Wenbo Zhou
    ,
    Aishan Liu
    ,
    Dacheng Tao
    ,
    Siew Kei Lam
  21. Towards a 3D Transfer-Based Black-Box Attack via Critical Feature Guidance
    ICCV 2025 ·
    Shuchao Pang
    ,
    Zhenghan Chen
    ,
    Shen Zhang
    ,
    Liming Lu
    , Siyuan Liang,
    Anan Du
    ,
    Yongbin Zhou
  22. BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning
    CVPR 2024 · Siyuan Liang,
    Mingli Zhu
    ,
    Aishan Liu
    ,
    Baoyuan Wu
    ,
    Xiaochun Cao
    ,
    Ee-Chien Chang
  23. Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack
    NeurIPS 2024 ·
    Mingli Zhu
    , Siyuan Liang,
    Baoyuan Wu
  24. Does Few-Shot Learning Suffer from Backdoor Attacks?
    AAAI 2024 ·
    Xinwei Liu
    ,
    Xiaojun Jia
    ,
    Jindong Gu
    ,
    Yuan Xun
    , Siyuan Liang,
    Xiaochun Cao
  25. 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
  26. LanEvil: Benchmarking the Robustness of Lane Detection to Environmental Illusions
    ACM MM 2024 ·
    Tianyuan Zhang
    ,
    Lu Wang
    ,
    Hainan Li
    ,
    Yisong Xiao
    , Siyuan Liang,
    Aishan Liu
    ,
    Xianglong Liu
    ,
    Dacheng Tao
  27. Learning to Optimize Permutation Flow Shop Scheduling via Graph-Based Imitation Learning
    AAAI 2024 ·
    Longkang Li
    , Siyuan Liang,
    Zihao Zhu
    ,
    Chris Ding
    ,
    Hongyuan Zha
    ,
    Baoyuan Wu
  28. Less is More: Fewer Interpretable Region via Submodular Subset Selection
    ICLR 2024 ·
    Ruoyu Chen
    ,
    Hua Zhang
    , Siyuan Liang,
    Jingzhi Li
    ,
    Xiaochun Cao
  29. Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning
    ACM MM 2024 ·
    Xinwei Liu
    ,
    Xiaojun Jia
    ,
    Yuan Xun
    , Siyuan Liang,
    Xiaochun Cao
  30. Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection
    ICLR 2024 ·
    Jiawei Liang
    , Siyuan Liang,
    Aishan Liu
    ,
    Xiaojun Jia
    ,
    Junhao Kuang
    ,
    Xiaochun Cao
  31. Towards Robust Physical-world Backdoor Attacks on Lane Detection
    ACM MM 2024 ·
    Xinwei Zhang
    ,
    Aishan Liu
    ,
    Tianyuan Zhang
    , Siyuan Liang,
    Xianglong Liu