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Mengye Ren

  1. Learning to Reweight Examples for Robust Deep Learning
    2018/03/24 by Mengye Ren, Ren, Mengye, Wenyuan Zeng +5 · 33 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 (stat.ML) #Machine Learning and Data Classification
  2. Meta-Learning for Semi-Supervised Few-Shot Classification
    2018/03/02 by Mengye Ren, Ren, Mengye, Eleni Triantafillou +13 · 31 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) #Machine Learning and Data Classification #Multimodal Machine Learning Applications
  3. The Reversible Residual Network: Backpropagation Without Storing Activations
    2017/07/14 by Aidan N. Gomez, Gomez, Aidan N., Mengye Ren +5 · 21 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning
  4. A General Framework for Inference-time Scaling and Steering of Diffusion Models
    2025/01/12 by Raghav Singhal, Zachary Horvitz, Singhal, Raghav +11 · 1 voice · 58 citations
    #cs.LG #cs.CL #cs.CV
  5. Exploring Models and Data for Image Question Answering
    2015/05/08 by Mengye Ren, Ren, Mengye, Ryan Kiros +3 · 23 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
  6. AdvSim: Generating Safety-Critical Scenarios for Self-Driving Vehicles
    2021/01/16 by Jingkang Wang, Wang, Jingkang, Ava Pun +13 · 16 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  7. Perceive, Predict, and Plan: Safe Motion Planning Through Interpretable\n Semantic Representations
    2020/08/13 by Abbas Sadat, Sadat, Abbas, Sergio Casas +9 · 13 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Robotics (cs.RO)
  8. Physically Realizable Adversarial Examples for LiDAR Object Detection
    2020/04/01 by James Tu, Mengye Ren, Tu, James +13 · 11 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Bacillus and Francisella bacterial research #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  9. SceneGen: Learning to Generate Realistic Traffic Scenes
    2021/01/16 by Shuhan Tan, Tan, Shuhan, Kelvin Wong +9 · 9 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO)
  10. Generative Recursive Reasoning
    2026/05/19 by Junyeob Baek, Mingyu Jo, Minsu Kim +3 · 4 voices · 1 citation
    #cs.AI
  11. Scaling Forward Gradient With Local Losses
    2022/10/07 by Mengye Ren, Simon Kornblith, Ren, Mengye +5 · 9 citations
    Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #Sparse and Compressive Sensing Techniques #Advanced Neural Network Applications
  12. Normalizing the Normalizers: Comparing and Extending Network Normalization Schemes
    2016/11/14 by Mengye Ren, Renjie Liao, Ren, Mengye +7 · 5 citations
    Computer Science · Earth and Planetary Sciences · Physics and Astronomy · #Domain Adaptation and Few-Shot Learning #Seismic Imaging and Inversion Techniques #Model Reduction and Neural Networks
  13. Gaussian-Bernoulli RBMs Without Tears
    2022/10/19 by Renjie Liao, Simon Kornblith, Liao, Renjie +7 · 5 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Music and Audio Processing
  14. LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos
    2023/12/07 by Ying Wang, Yanlai Yang, Wang, Ying +3 · 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) #Multimodal Machine Learning Applications #Topic Modeling
  15. End-to-end Contextual Perception and Prediction with Interaction\n Transformer
    2020/08/13 by Lingyun Luke Li, Bin Yang, Li, Lingyun Luke +11 · 3 citations
    Computer Science · Engineering · #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Robotics (cs.RO) #Video Surveillance and Tracking Methods
  16. Identifying Unknown Instances for Autonomous Driving
    2019/10/24 by Kelvin Wong, Wong, Kelvin, Shenlong Wang +7 · 2 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Robotics and Sensor-Based Localization #Robotic Path Planning Algorithms
  17. Towards Unsupervised Object Detection From LiDAR Point Clouds
    2023/11/03 by Lunjun Zhang, Zhang, Lunjun, Anqi Yang +11 · 3 citations
    Computer Science · Engineering · Physics and Astronomy · #Advanced Neural Network Applications #Advanced Optical Sensing Technologies #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
  18. Wandering Within a World: Online Contextualized Few-Shot Learning
    2020/07/09 by Mengye Ren, Ren, Mengye, Michael L. Iuzzolino +5 · 1 citation
    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) #Machine Learning and Algorithms #Multimodal Machine Learning Applications
  19. Deformable Filter Convolution for Point Cloud Reasoning
    2019/07/30 by Yuwen Xiong, Mengye Ren, Xiong, Yuwen +7 · 3 citations
    Engineering · Earth and Planetary Sciences · #3D Shape Modeling and Analysis #3D Surveying and Cultural Heritage #Advanced Numerical Analysis Techniques
  20. Context Tuning for In-Context Optimization
    2025/07/06 by Jiangbo Lu, Jack Lu, Lu, Jack +6 · 2 voices · 2 citations
    Computer Science · Engineering · Medicine · #Building Energy and Comfort Optimization #Context-Aware Activity Recognition Systems #Healthcare Technology and Patient Monitoring #cs.AI #cs.CL #cs.LG
  21. Temporal Straightening for Latent Planning
    2026/03/12 by Ying Wang, Oumayma Bounou, Gaoyue Zhou +4 · 2 voices · 1 citation
    Computer Science · #cs.LG
  22. Midway Network: Learning Representations for Recognition and Motion from Latent Dynamics
    2025/10/07 by Christopher Hoang, Mengye Ren, Hoang, Christopher +1 · 4 voices
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Motion and Animation #Human Pose and Action Recognition #Machine Learning (cs.LG) #Natural Language Processing Techniques
  23. Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos
    2025/01/21 by Yanlai Yang, Mengye Ren, Yang, Yanlai +1 · 1 citation
    Psychology · #Innovative Teaching and Learning Methods