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Feng, Lei

  1. Mitigating Neural Network Overconfidence with Logit Normalization
    2022/05/19 by Wei, Hongxin, Xie, Renchunzi, Cheng, Hao +3 · 29 citations
    #FOS: Computer and information sciences #I.2.6 #Machine Learning (cs.LG)
  2. Combating noisy labels by agreement: A joint training method with co-regularization
    2020/03/05 by Hongxin Wei, Lei Feng, Wei, Hongxin +5 · 21 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
  3. Progressive Identification of True Labels for Partial-Label Learning
    2020/02/19 by Jiaqi Lv, Miao Xu, Lv, Jiaqi +9 · 10 citations
    Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Text and Document Classification Technologies #Water Systems and Optimization
  4. Provably Consistent Partial-Label Learning
    2020/07/17 by Lei Feng, Jiaqi Lv, Feng, Lei +13 · 9 citations
    Computer Science · #Text and Document Classification Technologies #Machine Learning and Data Classification #Machine Learning and Algorithms
  5. Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models
    2024/06/05 by Jinhao Li, Haopeng Li, Li, Jinhao +9 · 17 citations
    Computer Science · #Natural Language Processing Techniques #Multimodal Machine Learning Applications
  6. Learning with Multiple Complementary Labels
    2019/12/30 by Lei Feng, Feng, Lei, Takuo Kaneko +9 · 7 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Text and Document Classification Technologies
  7. Partial Label Learning with Self-Guided Retraining
    2019/02/08 by Lei Feng, Bo An, Feng, Lei +1 · 6 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Text and Document Classification Technologies
  8. ProMix: Combating Label Noise via Maximizing Clean Sample Utility
    2022/07/21 by Ruixuan Xiao, Yiwen Dong, Xiao, Ruixuan +9 · 6 citations
    Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Water Systems and Optimization
  9. Investigating and Mitigating the Side Effects of Noisy Views for Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
    2023/03/30 by Xu, Jie, Ren, Yazhou, Wang, Xiaolong +4 · 7 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  10. Better Safe Than Sorry: Preventing Delusive Adversaries with Adversarial Training
    2021/02/09 by Lue Tao, Tao, Lue, Lei Feng +7 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. Learning from Similarity-Confidence Data
    2021/02/13 by Yuzhou Cao, Lei Feng, Cao, Yuzhou +9 · 4 citations
    Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
  12. SPA: A Graph Spectral Alignment Perspective for Domain Adaptation
    2023/10/26 by Xiao, Zhiqing, Wang, Haobo, Jin, Ying +4 · 6 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  13. Pointwise Binary Classification with Pairwise Confidence Comparisons
    2020/10/05 by Lei Feng, Senlin Shu, Feng, Lei +13 · 3 citations
    Computer Science · #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
  14. Mitigating Memorization of Noisy Labels by Clipping the Model Prediction
    2022/12/08 by Hongxin Wei, Wei, Hongxin, Huiping Zhuang +11 · 4 citations
    Computer Science · #Machine Learning and Data Classification #Neural Networks and Applications #Music and Audio Processing
  15. Candidate Pseudolabel Learning: Enhancing Vision-Language Models by Prompt Tuning with Unlabeled Data
    2024/06/15 by Jiahan Zhang, Zhang, Jiahan, Qi Wei +5 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
  16. PiCO+: Contrastive Label Disambiguation for Robust Partial Label Learning
    2022/01/22 by Wang, Haobo, Xiao, Ruixuan, Li, Yixuan +4 · 3 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  17. Scheme to Detect the Strong-to-weak Symmetry Breaking via Randomized Measurements
    2024/12/24 by Sun, Ning, Zhang, Pengfei, Feng, Lei · 7 citations
    #FOS: Physical sciences #Quantum Gases (cond-mat.quant-gas) #Quantum Physics (quant-ph) #Statistical Mechanics (cond-mat.stat-mech)
  18. Floquet control of interactions and edge states in a programmable quantum simulator
    2024/01/18 by Or Katz, Lei Feng, Katz, Or +5 · 4 citations
    Computer Science · Engineering · Materials Science · #Advanced Data Storage Technologies #Diamond and Carbon-based Materials Research #FOS: Physical sciences #Ion-surface interactions and analysis #Quantum Gases (cond-mat.quant-gas) #Quantum Physics (quant-ph) #Strongly Correlated Electrons (cond-mat.str-el)
  19. On the Importance of Feature Separability in Predicting Out-Of-Distribution Error
    2023/03/27 by Renchunzi Xie, Xie, Renchunzi, Hongxin Wei +7 · 3 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  20. Binary Classification with Confidence Difference
    2023/10/09 by Wang, Wei, Feng, Lei, Jiang, Yuchen +3 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  21. Exploring the Dark Energy Equation of State with JWST
    2023/07/21 by Pei Wang, Bing‐Yu Su, Wang, Pei +7 · 4 citations
    Physics and Astronomy · #Astronomy and Astrophysical Research #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena #Stellar, planetary, and galactic studies
  22. Early Stopping Against Label Noise Without Validation Data
    2025/02/11 by Suqin Yuan, Lei Feng, Yuan, Suqin +3 · 8 citations
    Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Scientific Measurement and Uncertainty Evaluation
  23. GLIMG: Global and Local Item Graphs for Top-N Recommender Systems
    2020/07/28 by Zhuoyi Lin, Lin, Zhuoyi, Lei Feng +7 · 2 citations
    Computer Science · #Recommender Systems and Techniques #Advanced Graph Neural Networks #Topic Modeling
  24. In Defense of Softmax Parametrization for Calibrated and Consistent Learning to Defer
    2023/11/02 by Yuzhou Cao, Hussein Mozannar, Cao, Yuzhou +7 · 3 citations
    Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
  25. Late Stopping: Avoiding Confidently Learning from Mislabeled Examples
    2023/08/26 by Suqin Yuan, Yuan, Suqin, Lei Feng +3 · 3 citations
    Computer Science · #Machine Learning and Data Classification #Imbalanced Data Classification Techniques #Anomaly Detection Techniques and Applications
  26. Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets
    2022/06/17 by Wei, Hongxin, Tao, Lue, Xie, Renchunzi +2 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  27. Sample-specific Masks for Visual Reprogramming-based Prompting
    2024/06/05 by Cai, Chengyi, Ye, Zesheng, Feng, Lei +2 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  28. CroSel: Cross Selection of Confident Pseudo Labels for Partial-Label Learning
    2023/03/18 by Shiyu Tian, Hongxin Wei, Tian, Shiyu +5 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #I.2 #Machine Learning (cs.LG) #Text and Document Classification Technologies
  29. Revolutionizing Wireless Networks with Self-Supervised Learning: A Pathway to Intelligent Communications
    2024/06/11 by Yang, Zhixiang, Du, Hongyang, Niyato, Dusit +6 · 3 citations
    #FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
  30. A Universal Unbiased Method for Classification from Aggregate Observations
    2023/06/20 by Zixi Wei, Wei, Zixi, Lei Feng +11 · 2 citations
    Computer Science · #Machine Learning and Data Classification #Imbalanced Data Classification Techniques #Data Mining Algorithms and Applications
  31. Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning
    2024/12/29 by Zhifang Zhang, Zhang, Zhifang, Shuo He +6 · 4 citations
    Computer Science · Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia Communication and Technology #Multimodal Machine Learning Applications #Speech and dialogue systems
  32. An inflation model for massive primordial black holes to interpret the JWST observations
    2023/06/08 by Bing‐Yu Su, Nan Li, Su, Bing-Yu +3 · 2 citations
    Physics and Astronomy · #Astronomy and Astrophysical Research #Astrophysics of Galaxies (astro-ph.GA) #Cosmology and Gravitation Theories #Cosmology and Nongalactic Astrophysics (astro-ph.CO) #FOS: Physical sciences #Galaxies: Formation, Evolution, Phenomena
  33. Bayesian-guided Label Mapping for Visual Reprogramming
    2024/10/31 by Cai, Chengyi, Ye, Zesheng, Feng, Lei +2 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  34. A General Framework for Learning from Weak Supervision
    2024/02/02 by Hao Chen, Chen, Hao, Jindong Wang +15 · 2 citations
    Psychology · #Counseling, Therapy, and Family Dynamics #Counseling Practices and Supervision #Psychology, Coaching, and Therapy
  35. Attribute-based Visual Reprogramming for Vision-Language Models
    2025/01/23 by Chengyi Cai, Zesheng Ye, Cai, Chengyi +7 · 3 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Neural Networks and Applications
  36. Test-Time Multimodal Backdoor Detection by Contrastive Prompting
    2024/05/24 by Niu, Yuwei, He, Shuo, Wei, Qi +3 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  37. GearNet: Stepwise Dual Learning for Weakly Supervised Domain Adaptation
    2022/01/16 by Renchunzi Xie, Hongxin Wei, Xie, Renchunzi +5 · 1 citation
    Computer Science · #Domain Adaptation and Few-Shot Learning #Text and Document Classification Technologies
  38. Rethinking Chain-of-Thought from the Perspective of Self-Training
    2024/12/14 by Wu, Zongqian, Xu, Baoduo, Cui, Ruochen +3 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  39. New constraints on singlet scalar dark matter model with LZ, invisible Higgs decay and gamma-ray line observations
    2024/10/28 by Yu, Yang, Tang, Tian-Peng, Feng, Lei · 2 citations
    #FOS: Physical sciences #High Energy Astrophysical Phenomena (astro-ph.HE) #High Energy Physics - Phenomenology (hep-ph)
  40. SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning
    2022/09/21 by Haobo Wang, Wang, Haobo, Mingxuan Xia +11 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Text and Document Classification Technologies
  41. Chain-of-Thought for Large Language Model-empowered Wireless Communications
    2025/05/28 by Wang, Xudong, Zhu, Jian, Zhang, Ruichen +6 · 7 citations
    #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI)
  42. Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond
    2024/08/21 by Minghao Liu, Zengfeng Di, Liu, Minghao +29 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Data Analysis with R #FOS: Computer and information sciences #Machine Learning (cs.LG)
  43. Partial-Label Regression
    2023/06/15 by Xin Cheng, Dengbao Wang, Cheng, Xin +7 · 1 citation
    Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Text and Document Classification Technologies #Water Systems and Optimization
  44. Weakly Supervised Regression with Interval Targets
    2023/06/18 by Xin Cheng, Cheng, Xin, Yuzhou Cao +7 · 1 citation
    Computer Science · Mathematics · #FOS: Computer and information sciences #Fuzzy Logic and Control Systems #Fuzzy Systems and Optimization #Machine Learning (cs.LG) #Neural Networks and Applications
  45. GUARD: Generation-time LLM Unlearning via Adaptive Restriction and Detection
    2025/05/19 by Zhijie Deng, C. Liu, Deng, Zhijie +13 · 5 citations
    Computer Science · Medicine · #Topic Modeling #Domain Adaptation and Few-Shot Learning #Artificial Intelligence in Healthcare and Education
  46. Regression with Cost-based Rejection
    2023/11/08 by Cheng, Xin, Cao, Yuzhou, Wang, Haobo +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  47. Is Depth All You Need? An Exploration of Iterative Reasoning in LLMs
    2025/02/15 by Wu, Zongqian, Li, Tianyu, Xu, Baoduo +4 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  48. keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM
    2023/12/31 by Chaojie Wang, Yishi Xu, Wang, Chaojie +13 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  49. Wireless Hallucination in Generative AI-enabled Communications: Concepts, Issues, and Solutions
    2025/03/08 by Wang, Xudong, Wang, Jiacheng, Feng, Lei +6 · 3 citations
    #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Signal Processing (eess.SP) #electronic engineering #information engineering
  50. Understanding and Mitigating the Bias in Sample Selection for Learning with Noisy Labels
    2024/01/24 by Qi Wei, Lei Feng, Wei, Qi +5 · 1 citation
    Computer Science · #Machine Learning and Data Classification #Anomaly Detection Techniques and Applications #Imbalanced Data Classification Techniques
  51. The Final Layer Holds the Key: A Unified and Efficient GNN Calibration Framework
    2025/05/16 by Huang, Jincheng, Xu, Jie, Shi, Xiaoshuang +3 · 3 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  52. Uncertainty-Aware Normal-Guided Gaussian Splatting for Surface Reconstruction from Sparse Image Sequences
    2025/03/14 by Zhen Tan, Tan, Zhen, Xieyuanli Chen +7 · 2 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  53. Does confidence calibration improve conformal prediction?
    2024/02/06 by Xi, Huajun, Huang, Jianguo, Liu, Kangdao +2 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  54. Optimal Gait Design for a Soft Quadruped Robot via Multi-fidelity Bayesian Optimization
    2024/06/11 by Kaige Tan, Xuezhi Niu, Tan, Kaige +7 · 1 citation
    Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Prosthetics and Rehabilitation Robotics #Robotic Locomotion and Control #Robotics (cs.RO) #Soft Robotics and Applications #Systems and Control (eess.SY) #electronic engineering #information engineering
  55. Exploring sub-GeV Dark Matter Physics with Cosmic Ray and Future Telescopes
    2025/03/28 by Bing‐Yu Su, Wang, Guansen, Su, Bing-Yu +4 · 2 citations
    Physics and Astronomy · #Dark Matter and Cosmic Phenomena #Particle Detector Development and Performance #Astrophysics and Cosmic Phenomena
  56. Dual-Head Knowledge Distillation: Enhancing Logits Utilization with an Auxiliary Head
    2024/11/13 by Penghui Yang, Yang, Penghui, Chen-Chen Zong +7 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies
  57. TokenSwap: Backdoor Attack on the Compositional Understanding of Large Vision-Language Models
    2025/09/29 by Zhifang Zhang, Zhang, Zhifang, Qiqi Tao +9 · 1 citation
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Machine Learning in Healthcare #Topic Modeling #cs.CV