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Tianyu Pang

  1. Understanding R1-Zero-Like Training: A Critical Perspective
    2025/03/26 by Zichen Liu, Liu, Zichen, Changyu Chen +13 · 356 citations
    Medicine · #Surgical Simulation and Training
  2. LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition
    2023/07/25 by Chengsong Huang, Huang, Chengsong, Qian Liu +9 · 60 citations
    Computer Science · Engineering · #Context-Aware Activity Recognition Systems #Robotics and Automated Systems #Human Pose and Action Recognition
  3. On Evaluating Adversarial Robustness of Large Vision-Language Models
    2023/05/26 by Yunqing Zhao, Tianyu Pang, Zhao, Yunqing +11 · 50 citations
    Computer Science · #Adversarial Robustness in Machine Learning
  4. Scaling up Masked Diffusion Models on Text
    2024/10/24 by Shen Nie, Fengqi Zhu, Nie, Shen +12 · 63 citations
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  5. On Memorization in Diffusion Models
    2023/10/04 by Xiangming Gu, Chao‐Hai Du, Gu, Xiangming +9 · 27 citations
    Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Music and Audio Processing
  6. Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs
    2024/06/13 by Xuan Zhang, Zhang, Xuan, Chao Du +9 · 33 citations
    Business, Management and Accounting · Computer Science · #Business Process Modeling and Analysis #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services
  7. Improving Adversarial Robustness via Promoting Ensemble Diversity
    2019/01/25 by Tianyu Pang, Pang, Tianyu, Kun Xu +7 · 16 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  8. Better Diffusion Models Further Improve Adversarial Training
    2023/02/09 by Zekai Wang, Tianyu Pang, Wang, Zekai +9 · 18 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
  9. Improved Techniques for Optimization-Based Jailbreaking on Large Language Models
    2024/05/31 by Xiaojun Jia, Jia, Xiaojun, Tianyu Pang +13 · 24 citations
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Machine Learning (cs.LG)
  10. Finetuning Text-to-Image Diffusion Models for Fairness
    2023/11/11 by Xudong Shen, Shen, Xudong, Chao Du +9 · 16 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computational and Text Analysis Methods #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. Defeating the Training-Inference Mismatch via FP16
    2025/10/30 by Penghui Qi, Zichen Liu, Qi, Penghui +11 · 4 voices · 8 citations
    #cs.LG #cs.AI #cs.CL
  12. A Recipe for Watermarking Diffusion Models
    2023/03/17 by Yunqing Zhao, Tianyu Pang, Zhao, Yunqing +9 · 13 citations
    Computer Science · #Advanced Steganography and Watermarking Techniques #Chaos-based Image/Signal Encryption #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
  13. Improving Black-box Adversarial Attacks with a Transfer-based Prior
    2019/06/17 by Shuyu Cheng, Cheng, Shuyu, Yinpeng Dong +7 · 10 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Physical Unclonable Functions (PUFs) and Hardware Security #Security and Verification in Computing
  14. Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates
    2024/10/09 by Xiaosen Zheng, Zheng, Xiaosen, Tianyu Pang +9 · 1 voice · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.CL #cs.CR #cs.LG
  15. Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift
    2024/06/27 by Siyuan Liang, Jiawei Liang, Liang, Siyuan +11 · 19 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  16. NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation
    2025/04/17 by Xiangyan Liu, Jinjie Ni, Liu, Xiangyan +13 · 30 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
  17. Bag of Tricks for Adversarial Training
    2020/10/01 by Tianyu Pang, Pang, Tianyu, Xiao Yang +7 · 7 citations
    Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cardiac Arrest and Resuscitation #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  18. Weak-to-Strong Jailbreaking on Large Language Models
    2024/01/30 by Xuandong Zhao, Xianjun Yang, Zhao, Xuandong +11 · 11 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Digital and Cyber Forensics #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  19. Robustness and Accuracy Could Be Reconcilable by (Proper) Definition
    2022/02/21 by Tianyu Pang, Min Lin, Pang, Tianyu +7 · 7 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Fault Detection and Control Systems
  20. Reinforcing General Reasoning without Verifiers
    2025/05/27 by Xiangxin Zhou, Zichen Liu, Zhou, Xiangxin +15 · 32 citations
    Computer Science · #Logic, Reasoning, and Knowledge
  21. Orient Anything: Learning Robust Object Orientation Estimation from Rendering 3D Models
    2024/12/24 by Zehan Wang, Wang, Zehan, Ziang Zhang +10 · 1 voice · 11 citations
    Computer Science · Engineering · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Robotics and Sensor-Based Localization
  22. Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety
    2025/02/02 by Xingjun Ma, Yifeng Gao, Ma, Xingjun +88 · 22 citations
    Health Professions · Decision Sciences · Engineering · #Occupational Health and Safety Research #Risk and Safety Analysis #Safety Systems Engineering in Autonomy
  23. Denial-of-Service Poisoning Attacks against Large Language Models
    2024/10/14 by Kuofeng Gao, Tianyu Pang, Gao, Kuofeng +9 · 11 citations
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Natural Language Processing Techniques #Topic Modeling
  24. Bootstrapping Language Models with DPO Implicit Rewards
    2024/06/14 by Changyu Chen, Zichen Liu, Chen, Changyu +13 · 9 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling
  25. Efficient Learning of Generative Models via Finite-Difference Score Matching
    2020/07/07 by Tianyu Pang, Pang, Tianyu, Kun Xu +9 · 4 citations
    Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Matrix Theory and Algorithms #Model Reduction and Neural Networks #Stochastic Gradient Optimization Techniques #Tensor decomposition and applications
  26. Intriguing Properties of Data Attribution on Diffusion Models
    2023/11/01 by Xiaosen Zheng, Zheng, Xiaosen, Tianyu Pang +7 · 6 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Stochastic Gradient Optimization Techniques
  27. Benchmarking Adversarial Robustness
    2019/12/26 by Yinpeng Dong, Dong, Yinpeng, Qian Fu +11 · 6 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Adversarial Robustness in Machine Learning #Bacillus and Francisella bacterial research #Anomaly Detection Techniques and Applications
  28. Exploring Memorization in Adversarial Training
    2021/06/03 by Yinpeng Dong, Ke Xu, Dong, Yinpeng +11 · 4 citations
    Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Model Reduction and Neural Networks #Machine Learning and Data Classification
  29. Gaussian Mixture Solvers for Diffusion Models
    2023/11/02 by Hanzhong Guo, Lu Cheng, Guo, Hanzhong +11 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Music and Audio Processing
  30. Purifying Large Language Models by Ensembling a Small Language Model
    2024/02/19 by Tianlin Li, Li, Tianlin, Qian Liu +11 · 5 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  31. Query-Efficient Black-box Adversarial Attacks Guided by a Transfer-based Prior
    2022/03/13 by Yinpeng Dong, Shuyu Cheng, Dong, Yinpeng +7 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
  32. Diffusion Language Models are Super Data Learners
    2025/11/05 by Jinjie Ni, Ni, Jinjie, Qian Liu +13 · 1 voice · 5 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.LG
  33. Test-Time Backdoor Attacks on Multimodal Large Language Models
    2024/02/13 by Dong Lu, Tianyu Pang, Lu, Dong +9 · 4 citations
    Computer Science · #Topic Modeling #Adversarial Robustness in Machine Learning #Natural Language Processing Techniques
  34. BAFFLE: A Baseline of Backpropagation-Free Federated Learning
    2023/01/28 by Haozhe Feng, Feng, Haozhe, Tianyu Pang +9 · 3 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Cryptography and Data Security
  35. Black-box Detection of Backdoor Attacks with Limited Information and\n Data
    2021/03/24 by Yinpeng Dong, Xiao Yang, Dong, Yinpeng +11 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  36. Error Analyses of Auto-Regressive Video Diffusion Models: A Unified Framework
    2025/03/12 by Jing Wang, Wang, Jing, Fengzhuo Zhang +13 · 7 citations
    Computer Science · #Image and Video Quality Assessment #Video Coding and Compression Technologies #Visual Attention and Saliency Detection
  37. LightTransfer: Your Long-Context LLM is Secretly a Hybrid Model with Effortless Adaptation
    2024/10/17 by Xuan Zhang, Zhang, Xuan, Zhang, Fengzhuo +10 · 4 citations
    Computer Science · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Caching and Content Delivery #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software-Defined Networks and 5G
  38. Muon Outperforms Adam in Tail-End Associative Memory Learning
    2025/09/30 by Shuche Wang, Fengzhuo Zhang, Wang, Shuche +17 · 1 voice · 7 citations
    Engineering · Physics and Astronomy · #Muon and positron interactions and applications #Particle Detector Development and Performance #Particle physics theoretical and experimental studies #cs.AI #cs.LG #math.OC
  39. Lifelong Safety Alignment for Language Models
    2025/05/26 by Haoyu Wang, Wang, Haoyu, Zeyu Qin +11 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  40. Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training
    2023/12/01 by Yefan Zhou, Zhou, Yefan, Tianyu Pang +9 · 2 citations
    Computer Science · Materials Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science
  41. Benchmarking Large Multimodal Models against Common Corruptions
    2024/01/22 by J. W. Zhang, Zhang, Jiawei, Tianyu Pang +9 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  42. Fostering Video Reasoning via Next-Event Prediction
    2025/05/28 by Haonan Wang, Hongfu Liu, Wang, Haonan +11 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  43. Accumulative Poisoning Attacks on Real-time Data
    2021/06/18 by Tianyu Pang, Pang, Tianyu, Xiao Yang +7 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  44. On Calibrating Diffusion Probabilistic Models
    2023/02/21 by Tianyu Pang, Cheng Lu, Pang, Tianyu +9 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing #Topic Modeling
  45. CoSDA: Continual Source-Free Domain Adaptation
    2023/04/13 by Haozhe Feng, Zhaorui Yang, Feng, Haozhe +13 · 1 citation
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  46. AdAM: Few-Shot Image Generation via Adaptation-Aware Kernel Modulation
    2023/07/04 by Yunqing Zhao, Keshigeyan Chandrasegaran, Zhao, Yunqing +13 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Image Enhancement Techniques
  47. Training Optimal Large Diffusion Language Models
    2025/09/28 by Jinjie Ni, Qian Liu, Ni, Jinjie +13 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
  48. Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs
    2025/02/18 by Longxu Dou, Dou, Longxu, Qian Liu +73 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
  49. Orient Anything V2: Unifying Orientation and Rotation Understanding
    2026/01/09 by Zehan Wang, Ziang Zhang, Jiayang Xu +5 · 1 voice · 1 citation
    #cs.CV
  50. GenSpace: Benchmarking Spatially-Aware Image Generation
    2025/05/30 by Zehan Wang, Jiayang Xu, Wang, Zehan +11 · 2 citations
    Computer Science · Neuroscience · #Aesthetic Perception and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications
  51. MeanFlowNFT: Bringing Forward-Process RL to Average-Velocity Generators
    2026/07/16 by Yushi Huang, Xiangxin Zhou, Jun Zhang +2 · 1 voice
    #cs.CV #cs.LG
  52. JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agents
    2026/07/26 by Yunlong Lin, Zixu Lin, Zhaohu Xing +23
    #cs.CV
  53. Scaling GUI Agents with Visual State Transitions
    2026/07/27 by Xiangyan Liu, Kaixin Li, Haonan Wang +6
    #cs.AI