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Jie Ren

  1. Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
    2025/07/07 by Gheorghe Comanici, Eric Bieber, Comanici, Gheorghe +6844 · 8 voices · 1347 citations
    #cs.CL #cs.AI
  2. Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift
    2019/06/06 by Yaniv Ovadia, Ovadia, Yaniv, Emily Fertig +15 · 111 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Gaussian Processes and Bayesian Inference #Anomaly Detection Techniques and Applications
  3. ZeRO-Offload: Democratizing Billion-Scale Model Training
    2021/01/18 by Jie Ren, Samyam Rajbhandari, Ren, Jie +13 · 44 citations
    Computer Science · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #Topic Modeling #and Cluster Computing (cs.DC)
  4. Likelihood Ratios for Out-of-Distribution Detection
    2019/06/07 by Jie Ren, Peter J. Liu, Ren, Jie +13 · 21 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Genomics and Phylogenetic Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Bioinformatics
  5. Universal Self-Consistency for Large Language Model Generation
    2023/11/29 by Xinyun Chen, Renat Aksitov, Chen, Xinyun +17 · 39 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
  6. Exploring the Limits of Out-of-Distribution Detection
    2021/06/06 by Stanislav Fort, Jie Ren, Fort, Stanislav +3 · 23 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms
  7. Out-of-Distribution Detection and Selective Generation for Conditional Language Models
    2022/09/30 by Jie Ren, Ren, Jie, Jiaming Luo +11 · 26 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning and Data Classification
  8. A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection
    2021/06/16 by Jie Ren, Ren, Jie, Stanislav Fort +9 · 22 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
  9. The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG)
    2024/02/23 by Shenglai Zeng, Jiankun Zhang, Zeng, Shenglai +19 · 27 citations
    Social Sciences · Computer Science · Decision Sciences · #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data #Technology Adoption and User Behaviour
  10. Self-Evaluation Improves Selective Generation in Large Language Models
    2023/12/14 by Jie Ren, Ren, Jie, Yao Zhao +7 · 14 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 #Software Engineering Research #Topic Modeling
  11. Gemini: A Family of Highly Capable Multimodal Models
    2023/12/19 by Gemini Team, Rohan Anil, Anil, Rohan +2682 · 9 voices
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.AI #cs.CL #cs.CV
  12. Identifying Semantic Induction Heads to Understand In-Context Learning
    2024/02/20 by Jie Ren, Ren, Jie, Qipeng Guo +10 · 12 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 and Algorithms #Topic Modeling
  13. A Robust Semantics-based Watermark for Large Language Model against Paraphrasing
    2023/11/15 by Jie Ren, Ren, Jie, Han Xu +11 · 11 citations
    Computer Science · #Topic Modeling #Internet Traffic Analysis and Secure E-voting #Natural Language Processing Techniques
  14. DiffusionShield: A Watermark for Copyright Protection against Generative Diffusion Models
    2023/05/25 by Yingqian Cui, Cui, Yingqian, Jie Ren +11 · 9 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Steganography and Watermarking Techniques #Digital Media Forensic Detection
  15. SETS: Leveraging Self-Verification and Self-Correction for Improved Test-Time Scaling
    2025/01/31 by J.-C. CHEN, Chen, Jiefeng, Jie Ren +7 · 16 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Real-time simulation and control systems #Software System Performance and Reliability #Software Testing and Debugging Techniques
  16. Improving Zero-shot Generalization and Robustness of Multi-modal Models
    2022/12/04 by Yunhao Ge, Ge, Yunhao, Jie Ren +15 · 7 citations
    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 #Multimodal Machine Learning Applications
  17. Plex: Towards Reliability using Pretrained Large Model Extensions
    2022/07/15 by Dustin Tran, Tran, Dustin, Jeremiah Liu +49 · 7 citations
    Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Domain Adaptation and Few-Shot Learning
  18. Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning
    2021/06/07 by Zachary Nado, Nado, Zachary, Neil Band +49 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  19. Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data
    2024/06/20 by Shenglai Zeng, Jiankun Zhang, Zeng, Shenglai +17 · 9 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques #Stochastic Gradient Optimization Techniques
  20. Probabilistic Mixture-of-Experts for Efficient Deep Reinforcement Learning
    2021/04/19 by Jie Ren, Yewen Li, Ren, Jie +7 · 4 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Reinforcement Learning in Robotics #Data Stream Mining Techniques
  21. A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness
    2022/05/01 by Jeremiah Zhe Liu, Liu, Jeremiah Zhe, Shreyas Padhy +17 · 4 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  22. Exploring the diversity of anti-defense systems across prokaryotes, phages and mobile genetic elements
    2024/12/06 by Florian Tesson, Erin Huiting, Linlin Wei +7 · 1 voice · 6 citations
    Biochemistry, Genetics and Molecular Biology · Environmental Science · #Bacteriophages and microbial interactions #CRISPR and Genetic Engineering #Evolution and Genetic Dynamics
  23. Copyright Protection in Generative AI: A Technical Perspective
    2024/02/04 by Jie Ren, Xu Han, Ren, Jie +21 · 4 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Law, AI, and Intellectual Property #Machine Learning (cs.LG)
  24. Transferable Unlearnable Examples
    2022/10/18 by Jie Ren, Ren, Jie, Xu Han +9 · 3 citations
    Decision Sciences · Computer Science · #Data Quality and Management #Privacy-Preserving Technologies in Data #Big Data Technologies and Applications
  25. Learning to Remove: Towards Isotropic Pre-trained BERT Embedding
    2021/04/12 by Yuxin Liang, Liang, Yuxin, Rui Cao +7 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  26. Potential of microbial endophytes to enhance the resistance to postharvest diseases of fruit and vegetables
    2020/09/25 by Xiaoqing Huang, Jie Ren, Peihua Li +3 · 2 citations
    Agricultural and Biological Sciences · Biochemistry, Genetics and Molecular Biology · #Plant-Microbe Interactions and Immunity #Plant Pathogens and Fungal Diseases #Entomopathogenic Microorganisms in Pest Control
  27. HS-FPN: High Frequency and Spatial Perception FPN for Tiny Object Detection
    2024/12/13 by Zican Shi, Shi, Zican, Jing Hu +15 · 4 citations
    Neuroscience · Engineering · #Brain Tumor Detection and Classification #Image Processing Techniques and Applications #Optical Systems and Laser Technology
  28. Self-Comparison for Dataset-Level Membership Inference in Large (Vision-)Language Models
    2024/10/16 by Jie Ren, Ren, Jie, Kangrui Chen +11 · 3 citations
    Computer Science · #Natural Language Processing Techniques
  29. Gene-Environment Interaction: A Variable Selection Perspective
    2020/03/05 by Fei Zhou, Jie Ren, Zhou, Fei +7 · 1 citation
    Biochemistry, Genetics and Molecular Biology · #Applications (stat.AP) #FOS: Computer and information sciences #Genetic Associations and Epidemiology #Genetic Mapping and Diversity in Plants and Animals #Genetic and phenotypic traits in livestock #Methodology (stat.ME)
  30. Quasi-Nambu-Goldstone modes in many-body scar models
    2024/05/01 by Jie Ren, Ren, Jie, Yupeng Wang +2 · 2 citations
    Mathematics · Physics and Astronomy · #Algebraic structures and combinatorial models #FOS: Physical sciences #Nonlinear Photonic Systems #Nonlinear Waves and Solitons #Quantum Physics (quant-ph) #Strongly Correlated Electrons (cond-mat.str-el)
  31. Defining and Quantifying the Emergence of Sparse Concepts in DNNs
    2021/11/11 by Jie Ren, Ren, Jie, Mingjie Li +7 · 2 citations
    Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Algorithms #Machine Learning and Data Classification
  32. Exploring supersymmetry with machine learning
    2017/08/22 by Jie Ren, Lei Wu, Ren, Jie +5 · 1 citation
    Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #FOS: Physical sciences #High Energy Physics - Phenomenology (hep-ph) #Neutrino Physics Research #Particle physics theoretical and experimental studies
  33. Tuning nonequilibrium heat current and two-photon statistics via composite qubit-resonator interaction
    2021/09/05 by Zhe-Huan Chen, Han-Xin Che, Chen, Zhe-Huan +7 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #FOS: Physical sciences #Quantum Information and Cryptography #Quantum Physics (quant-ph) #Quantum and electron transport phenomena
  34. Refining Alignment Framework for Diffusion Models with Intermediate-Step Preference Ranking
    2025/02/01 by Jie Ren, Ren, Jie, Yuhang Zhang +7 · 3 citations
    Computer Science · Decision Sciences · Social Sciences · #Artificial Intelligence (cs.AI) #Data Management and Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Criteria Decision Making #Transportation Planning and Optimization
  35. Exploring the Impact of Negative Samples of Contrastive Learning: A Case\n Study of Sentence Embedding
    2022/02/26 by Rui Cao, Yihao Wang, Cao, Rui +11 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  36. Molecular regulation of oil gland development and biosynthesis of essential oils in <i>Citrus</i> spp.
    2024/02/08 by H T Wang, Jie Ren, Shiyun Zhou +14 · 1 voice · 1 citation
    Agricultural and Biological Sciences · Biochemistry, Genetics and Molecular Biology · #Plant Molecular Biology Research #Plant Reproductive Biology #Plant biochemistry and biosynthesis
  37. Experimental observation of spin defects in van der Waals material GeS2
    2024/10/24 by Wenyu Liu, Liu, W., Shiqiang Li +31 · 2 citations
    Physics and Astronomy · Materials Science · #Semiconductor materials and interfaces #2D Materials and Applications #Phase-change materials and chalcogenides
  38. Field-free spin-orbit torque switching of an antiferromagnet with perpendicular Néel vector
    2022/12/14 by Zhengde Xu, Jie Ren, Xu, Zhengde +13 · 1 citation
    Engineering · Materials Science · Physics and Astronomy · #FOS: Physical sciences #Magnetic properties of thin films #Magneto-Optical Properties and Applications #Mesoscale and Nanoscale Physics (cond-mat.mes-hall) #Multiferroics and related materials
  39. A General Framework to Enhance Fine-tuning-based LLM Unlearning
    2025/02/25 by Jie Ren, Zhenwei Dai, Ren, Jie +17 · 2 citations
    Physics and Astronomy · Engineering · #Magnetic confinement fusion research #Non-Destructive Testing Techniques #Particle accelerators and beam dynamics
  40. Keeping an Eye on LLM Unlearning: The Hidden Risk and Remedy
    2025/05/31 by Jie Ren, Ren, Jie, Zhenwei Dai +20 · 3 citations
    Business, Management and Accounting · Computer Science · #Corporate Insolvency and Governance #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Law, AI, and Intellectual Property #Private Equity and Venture Capital
  41. <scp>CsCPC</scp>, an <scp>R3</scp>‐<scp>MYB</scp> transcription factor, acts as a negative regulator of citric acid accumulation in <i>Citrus</i>
    2024/12/14 by Tingting Wang, Xin Song, Miao Zhang +10 · 1 voice · 1 citation
    Biochemistry, Genetics and Molecular Biology · Agricultural and Biological Sciences · #Plant Gene Expression Analysis #Plant biochemistry and biosynthesis #Plant Molecular Biology Research
  42. Interpreting and Disentangling Feature Components of Various Complexity from DNNs
    2020/06/29 by Jie Ren, Ren, Jie, Mingjie Li +5 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning
  43. Superdiffusive transport in chaotic quantum systems with nodal interactions
    2025/01/14 by Yu-Peng Wang, Wang, Yu-Peng, Jie Ren +5 · 2 citations
    Physics and Astronomy · #FOS: Physical sciences #Quantum Physics (quant-ph) #Quantum chaos and dynamical systems #Statistical Mechanics (cond-mat.stat-mech)
  44. An adaptive AI-based virtual reality sports system for adolescents with excess body weight: a randomized controlled trial
    2025/06/23 by Jihong Wang, Yiming Qin, Qian Wu +84 · 2 voices · 1 citation
    Medicine · Health Professions · #Physical Activity and Health #Cardiovascular and exercise physiology #Mobile Health and mHealth Applications
  45. SummAE: Zero-Shot Abstractive Text Summarization using Length-Agnostic Auto-Encoders
    2019/10/02 by Peter J. Liu, Yu-An Chung, Liu, Peter J. +3 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Topic Modeling
  46. Quantum many-body mixed phase space revealed by hybrid feedback control
    2026/07/15 by Hang Dong, Jie Ren, Andrew Hallam +9 · 1 voice
    #quant-ph #cond-mat.stat-mech #cond-mat.str-el #nlin.CD
  47. Geometric Mode Steering of the Quantum Mpemba Effect
    2026/07/16 by Yingying Hong, Longxing Xu, Weiwei Zhang +2
    #quant-ph
  48. An empirical study of neural network based graph representations for software defect prediction
    2026/07/17 by Zhiqiang Li, Yanwei Xiang, Jie Ren +3