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Yifei Wang

  1. Jailbreak and Guard Aligned Language Models with Only Few In-Context Demonstrations
    2023/10/10 by Zeming Wei, Yifei Wang, Wei, Zeming +4 · 70 citations
    Computer Science · #Topic Modeling #Adversarial Robustness in Machine Learning #Hate Speech and Cyberbullying Detection
  2. Scaling Large Language Model-based Multi-Agent Collaboration
    2024/06/11 by Qian Chen, Zihao Xie, Qian, Chen +19 · 39 citations
    Computer Science · #Multi-Agent Systems and Negotiation #Service-Oriented Architecture and Web Services #Semantic Web and Ontologies
  3. When More is Less: Understanding Chain-of-Thought Length in LLMs
    2025/02/11 by Yuyang Wu, Yifei Wang, Wu, Yuyang +8 · 48 citations
    Decision Sciences · #Scientific Computing and Data Management
  4. BadAgent: Inserting and Activating Backdoor Attacks in LLM Agents
    2024/06/05 by Yifei Wang, Dizhan Xue, Wang, Yifei +5 · 24 citations
    Computer Science · Social Sciences · #Access Control and Trust #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
  5. Dissecting the Diffusion Process in Linear Graph Convolutional Networks
    2021/02/22 by Yifei Wang, Yisen Wang, Wang, Yifei +5 · 8 citations
    Computer Science · #Advanced Graph Neural Networks #Caching and Content Delivery #Software-Defined Networks and 5G
  6. What is Wrong with Perplexity for Long-context Language Modeling?
    2024/10/31 by Fang, Lizhe, Yifei Wang, Wang, Yifei +12 · 16 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  7. On the Role of Attention Masks and LayerNorm in Transformers
    2024/05/29 by Xinyi Wu, Wu, Xinyi, Amir Ajorlou +7 · 12 citations
    Engineering · Neuroscience · #FOS: Computer and information sciences #Infrared Target Detection Methodologies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Visual perception and processing mechanisms
  8. On the Emergence of Position Bias in Transformers
    2025/02/04 by Xinyi Wu, Yifei Wang, Wu, Xinyi +5 · 19 citations
    Arts and Humanities · #Syntax, Semantics, Linguistic Variation
  9. How Mask Matters: Towards Theoretical Understandings of Masked Autoencoders
    2022/10/15 by Qi Zhang, Zhang, Qi, Yifei Wang +3 · 8 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #AI in cancer detection
  10. When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture
    2022/10/14 by Yichuan Mo, Dongxian Wu, Mo, Yichuan +7 · 6 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap
    2022/03/25 by Yifei Wang, Qi Zhang, Wang, Yifei +7 · 6 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  12. CFA: Class-wise Calibrated Fair Adversarial Training
    2023/03/25 by Zeming Wei, Yifei Wang, Wei, Zeming +5 · 6 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. Natural Language Interfaces for Tabular Data Querying and Visualization: A Survey
    2023/10/27 by Weixu Zhang, Yifei Wang, Zhang, Weixu +15 · 7 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  14. A Theoretical Understanding of Self-Correction through In-context Alignment
    2024/05/28 by Yifei Wang, Wang, Yifei, Yuyang Wu +7 · 8 citations
    Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimedia Communication and Technology
  15. Can In-context Learning Really Generalize to Out-of-distribution Tasks?
    2024/10/13 by Qixun Wang, Yifei Wang, Wang, Qixun +5 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms
  16. ContraNorm: A Contrastive Learning Perspective on Oversmoothing and Beyond
    2023/03/12 by Xiaojun Guo, Yifei Wang, Guo, Xiaojun +5 · 4 citations
    Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM
  17. A Canonicalization Perspective on Invariant and Equivariant Learning
    2024/05/28 by George Ma, Yifei Wang, Ma, George +7 · 6 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
  18. Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism
    2023/03/04 by Zhijian Zhuo, Zhuo, Zhijian, Yifei Wang +5 · 4 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #AI and Multimedia in Education #Cancer-related molecular mechanisms research #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
  19. Information Newton's flow: second-order optimization method in probability space
    2020/01/13 by Yifei Wang, Wuchen Li, Wang, Yifei +1 · 3 citations
    Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Geometric Analysis and Curvature Flows #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Statistical Mechanics and Entropy
  20. Projected Wasserstein gradient descent for high-dimensional Bayesian inference
    2021/02/12 by Yifei Wang, Wang, Yifei, Peng Chen +3 · 2 citations
    Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
  21. An Expectation-Maximization Algorithm for Training Clean Diffusion Models from Corrupted Observations
    2024/07/01 by Weimin Bai, Bai, Weimin, Yifei Wang +5 · 4 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Neural Networks and Applications
  22. OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift
    2023/10/19 by Lin Li, Li, Lin, Yifei Wang +5 · 3 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Adversarial Robustness in Machine Learning #Bacillus and Francisella bacterial research
  23. Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation
    2025/03/03 by Tianyang Wen, Yifei Wang, Wen, Tiansheng +17 · 7 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis
  24. Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness
    2024/10/27 by Qi Zhang, Zhang, Qi, Yifei Wang +11 · 3 citations
    Computer Science · #Natural Language Processing Techniques
  25. A Message Passing Perspective on Learning Dynamics of Contrastive Learning
    2023/03/08 by Yifei Wang, Wang, Yifei, Qi Zhang +9 · 3 citations
    Computer Science · #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
  26. Are Smarter LLMs Safer? Exploring Safety-Reasoning Trade-offs in Prompting and Fine-Tuning
    2025/02/13 by Ang Li, Li, Ang, Y. L. Mo +7 · 5 citations
    Business, Management and Accounting · Computer Science · #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation
  27. Rhythmic soliton interactions for integrated dual-microcomb spectroscopy
    2024/02/13 by Zi-Hao Wang, Yifei Wang, Wang, Zihao +15 · 2 citations
    Medicine · Physics and Astronomy · #Cancer Treatment and Pharmacology #Advanced Fiber Laser Technologies
  28. Dissecting the Failure of Invariant Learning on Graphs
    2024/11/05 by Qixun Wang, Yifei Wang, Wang, Qixun +5 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG)
  29. StructEval: Benchmarking LLMs' Capabilities to Generate Structural Outputs
    2025/05/26 by Jialin Yang, Dongfu Jiang, Yang, Jialin +35 · 6 citations
    Computer Science · #Semantic Web and Ontologies
  30. Autonomous Agents for Collaborative Task under Information Asymmetry
    2024/06/21 by Wei Liu, Liu, Wei, Chenxi Wang +17 · 2 citations
    Computer Science · Business, Management and Accounting · #Neural Networks and Applications #Cognitive Computing and Networks #Collaboration in agile enterprises
  31. Monet: Reasoning in Latent Visual Space Beyond Images and Language
    2025/11/26 by Qixun Wang, Yang Shi, Wang, Qixun +13 · 5 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Visual Attention and Saliency Detection
  32. Artificial intelligence in drug development
    2025/01/01 by Kang Zhang, Xin Yang, Yifei Wang +6 · 1 voice · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Materials Science · #Cell Image Analysis Techniques #Computational Drug Discovery Methods #Machine Learning in Materials Science
  33. Adaptive Newton Sketch: Linear-time Optimization with Quadratic\n Convergence and Effective Hessian Dimensionality
    2021/05/15 by Jonathan Lacotte, Lacotte, Jonathan, Yifei Wang +3 · 1 citation
    Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Face and Expression Recognition
  34. Iterative Experience Refinement of Software-Developing Agents
    2024/05/07 by Cheng Qian, Jiahao Li, Qian, Chen +19 · 2 citations
    Business, Management and Accounting · #Artificial Intelligence (cs.AI) #Business Process Modeling and Analysis #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Software Engineering (cs.SE)
  35. A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training
    2022/03/25 by Yifei Wang, Yisen Wang, Wang, Yifei +5 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  36. Optimization-Induced Graph Implicit Nonlinear Diffusion
    2022/06/29 by Qi Chen, Yifei Wang, Chen, Qi +7 · 1 citation
    Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #Machine Learning and ELM
  37. BianCang: A Traditional Chinese Medicine Large Language Model
    2024/11/17 by Sibo Wei, Xueping Peng, Wei, Sibo +16 · 2 citations
    Medicine · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Traditional Chinese Medicine Studies
  38. Encourage or Inhibit Monosemanticity? Revisit Monosemanticity from a Feature Decorrelation Perspective
    2024/06/25 by Hanqi Yan, Yan, Hanqi, Yanzheng Xiang +9 · 2 citations
    Computer Science · Arts and Humanities · #Natural Language Processing Techniques #Text Readability and Simplification #Syntax, Semantics, Linguistic Variation
  39. Rethinking the Effect of Data Augmentation in Adversarial Contrastive Learning
    2023/03/02 by Rundong Luo, Luo, Rundong, Yifei Wang +3 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
  40. Medical Question Summarization with Entity-driven Contrastive Learning
    2023/04/15 by Wenpeng Lü, Sibo Wei, Lu, Wenpeng +8 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  41. Carbon emission flux and storage in the degraded peatlands of the Zoige alpine area in the Qinghai–Tibetan Plateau
    2020/10/06 by Wenchang Zhou, Lijuan Cui, Yifei Wang +2 · 1 citation
    Earth and Planetary Sciences · Environmental Science · #Coastal wetland ecosystem dynamics #Geology and Paleoclimatology Research #Peatlands and Wetlands Ecology
  42. On the Generalization of Multi-modal Contrastive Learning
    2023/06/07 by Qi Zhang, Yifei Wang, Zhang, Qi +3 · 2 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Multimodal Machine Learning Applications #Cancer-related molecular mechanisms research #Domain Adaptation and Few-Shot Learning
  43. Uni-Instruct: One-step Diffusion Model through Unified Diffusion Divergence Instruction
    2025/05/27 by Yifei Wang, Weimin Bai, Wang, Yifei +9 · 5 citations
    Computer Science · #Advanced Mathematical Modeling in Engineering
  44. G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning
    2025/05/24 by Ang Li, Guo, Xiaojun, Yifei Wang +6 · 4 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Semantic Web and Ontologies #Software Engineering Research
  45. Self-injection locking dynamics with Raman actions in AlN microresonators
    2025/02/16 by Yulei Ding, Yifei Wang, Ding, Yulei +13 · 2 citations
    Engineering · Physics and Astronomy · #Acoustic Wave Resonator Technologies #Advanced Fiber Laser Technologies #Applied Physics (physics.app-ph) #FOS: Physical sciences #Mechanical and Optical Resonators #Optics (physics.optics)
  46. Architecture Matters: Uncovering Implicit Mechanisms in Graph Contrastive Learning
    2023/11/05 by Xiaojun Guo, Yifei Wang, Guo, Xiaojun +5 · 1 citation
    Computer Science · Health Professions · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Health Literacy and Information Accessibility #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  47. Non-negative Contrastive Learning
    2024/03/19 by Yifei Wang, Wang, Yifei, Qi Zhang +5 · 1 citation
    Psychology · Social Sciences · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Early Childhood Education and Development #Emotional Intelligence and Performance #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Psychological and Educational Research Studies
  48. Suppression of quantum dissipation: A cooperative effect of quantum squeezing and quantum measurement
    2024/07/12 by Yi-Ming Xia, Xia, Yi-Ming, Yifei Wang +7 · 1 citation
    Computer Science · Physics and Astronomy · #FOS: Physical sciences #Quantum Information and Cryptography #Quantum Mechanics and Applications #Quantum Physics (quant-ph)
  49. Hybrid Privacy Policy-Code Consistency Check using Knowledge Graphs and LLMs
    2025/04/28 by Zhenyu Mao, Xinxin Fan, Mao, Zhenyu +7 · 2 citations
    Computer Science · Social Sciences · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Privacy, Security, and Data Protection #Software Engineering (cs.SE)
  50. Nanometric dual-comb ranging using photon-level microcavity solitons
    2024/08/11 by Zi-Hao Wang, Wang, Zihao, Yifei Wang +11 · 1 citation
    Engineering · Medicine · Physics and Astronomy · #Advanced Fiber Laser Technologies #Cancer Treatment and Pharmacology #FOS: Physical sciences #Optics (physics.optics) #Photonic and Optical Devices
  51. HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation
    2025/05/26 by Feng Xiong, Honglin Li, Xiong, Feng +8 · 4 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Statistical and Computational Modeling
  52. Projection Head is Secretly an Information Bottleneck
    2025/03/01 by Kaiwen Hu, Ouyang, Zhuo, Qi Zhang +6 · 3 citations
    Arts and Humanities · #Ancient Egypt and Archaeology
  53. Increased Transmission of Antibiotic Resistance Occurs in a Soil Food Chain under Pesticide Stress
    2024/12/08 by Zhe-Lun Liu, Yifei Wang, Dong Zhu +4 · 1 voice · 1 citation
    Agricultural and Biological Sciences · Biochemistry, Genetics and Molecular Biology · Environmental Science · #Evolution and Genetic Dynamics #Insect symbiosis and bacterial influences #Pharmaceutical and Antibiotic Environmental Impacts
  54. Demystifying Issues, Causes and Solutions in LLM Open-Source Projects
    2024/09/25 by Yangxiao Cai, Peng Liang, Cai, Yangxiao +7 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Software Engineering (cs.SE)
  55. Rethinking Invariance in In-context Learning
    2025/05/08 by Yifei Wang, Fang, Lizhe, Wang, Yifei +6 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning in Healthcare #Topic Modeling
  56. On fusogenicity of positively charged phased-separated lipid vesicles: experiments and computational simulations
    2023/08/16 by Yifei Wang, Wang, Yifei, Yerbol Palzhanov +9 · 1 citation
    Biochemistry, Genetics and Molecular Biology · #Advanced biosensing and bioanalysis techniques #Computational Physics (physics.comp-ph) #FOS: Mathematics #FOS: Physical sciences #Lipid Membrane Structure and Behavior #Numerical Analysis (math.NA) #RNA Interference and Gene Delivery #Soft Condensed Matter (cond-mat.soft)
  57. Residual Relaxation for Multi-view Representation Learning
    2021/10/28 by Yifei Wang, Zhengyang Geng, Wang, Yifei +11 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #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
  58. TransBiolab: A Real-World Multi-View Dataset of Cluttered Transparent Biomedical Objects
    2026/07/23 by Ke Ma, Yifei Wang, Meng Wang +1
    #cs.CV #cs.MM #cs.RO
  59. NFR-to-Code Traceability in a Blockchain-IoT System: An Empirical Study
    2026/07/28 by Yifei Wang, Jacky Keung, Xiaoxue Ma +2
    #cs.SE
  60. Screw-based feature constraint model and degeneracy analysis for robotic state estimation: Theory and experiments
    2026/07/25 by Jiancheng Wang, Chenyuan Cai, Yifei Wang +3
  61. Implicit video steganography
    2026/07/24 by Yifei Wang, Gaozhi Liu, Sheng Li +2
    Computer Science · #Advanced Steganography and Watermarking Techniques #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis