Ren, Mengye
- Learning to Reweight Examples for Robust Deep Learning
2018/03/24 by Mengye Ren, Ren, Mengye, Wenyuan Zeng +5 · 53 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
- Meta-Learning for Semi-Supervised Few-Shot Classification
2018/03/02 by Mengye Ren, Ren, Mengye, Eleni Triantafillou +13 · 49 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
- The Reversible Residual Network: Backpropagation Without Storing Activations
2017/07/14 by Aidan N. Gomez, Mengye Ren, Gomez, Aidan N. +5 · 29 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning
- Exploring Models and Data for Image Question Answering
2015/05/08 by Mengye Ren, Ren, Mengye, Ryan Kiros +3 · 33 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
- A General Framework for Inference-time Scaling and Steering of Diffusion Models
2025/01/12 by Raghav Singhal, Zachary Horvitz, Singhal, Raghav +12 · 1 voice · 68 citations
Physics and Astronomy · #Model Reduction and Neural Networks #cs.CL #cs.CV #cs.LG
- AdvSim: Generating Safety-Critical Scenarios for Self-Driving Vehicles
2021/01/16 by Jingkang Wang, Ava Pun, Wang, Jingkang +13 · 21 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)
- Perceive, Predict, and Plan: Safe Motion Planning Through Interpretable\n Semantic Representations
2020/08/13 by Abbas Sadat, Sadat, Abbas, Sergio Casas +9 · 17 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)
- Graph HyperNetworks for Neural Architecture Search
2018/10/12 by Zhang, Chris, Ren, Mengye, Urtasun, Raquel · 14 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- SceneGen: Learning to Generate Realistic Traffic Scenes
2021/01/16 by Shuhan Tan, Kelvin Wong, Tan, Shuhan +9 · 15 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)
- Physically Realizable Adversarial Examples for LiDAR Object Detection
2020/04/01 by James Tu, Mengye Ren, Tu, James +13 · 14 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)
- Scaling Forward Gradient With Local Losses
2022/10/07 by Mengye Ren, Simon Kornblith, Ren, Mengye +5 · 11 citations
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #Sparse and Compressive Sensing Techniques #Advanced Neural Network Applications
- LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos
2023/12/07 by Ying Wang, Yanlai Yang, Wang, Ying +3 · 11 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
- Normalizing the Normalizers: Comparing and Extending Network Normalization Schemes
2016/11/14 by Mengye Ren, Ren, Mengye, Renjie Liao +7 · 7 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
- Gaussian-Bernoulli RBMs Without Tears
2022/10/19 by Renjie Liao, Liao, Renjie, Simon Kornblith +7 · 6 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Music and Audio Processing
- Identifying Unknown Instances for Autonomous Driving
2019/10/24 by Kelvin Wong, Wong, Kelvin, Shenlong Wang +7 · 4 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Robotics and Sensor-Based Localization #Robotic Path Planning Algorithms
- Understanding Short-Horizon Bias in Stochastic Meta-Optimization
2018/03/06 by Yuhuai Wu, Wu, Yuhuai, Mengye Ren +5 · 4 citations
Computer 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 and Data Classification
- End-to-end Contextual Perception and Prediction with Interaction\n Transformer
2020/08/13 by Lingyun Luke Li, Li, Lingyun Luke, Bin Yang +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
- Learning and Forgetting Unsafe Examples in Large Language Models
2023/12/20 by Jiachen Zhao, Zhao, Jiachen, Zhun Deng +7 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Incremental Few-Shot Learning with Attention Attractor Networks
2018/10/16 by Ren, Mengye, Liao, Renjie, Fetaya, Ethan +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- SketchEmbedNet: Learning Novel Concepts by Imitating Drawings
2020/08/27 by Wang, Alexander, Ren, Mengye, Zemel, Richard S. · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- Learning to Communicate and Correct Pose Errors
2020/11/10 by Vadivelu, Nicholas, Ren, Mengye, Tu, James +2 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Jointly Learnable Behavior and Trajectory Planning for Self-Driving Vehicles
2019/10/10 by Sadat, Abbas, Ren, Mengye, Pokrovsky, Andrei +3 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Exploring Adversarial Robustness of Multi-Sensor Perception Systems in Self Driving
2021/01/17 by Tu, James, Li, Huichen, Yan, Xinchen +6 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- SBNet: Sparse Blocks Network for Fast Inference
2018/01/07 by Mengye Ren, Ren, Mengye, Andrei Pokrovsky +5 · 2 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics and Sensor-Based Localization #Visual Attention and Saliency Detection
- Towards Unsupervised Object Detection From LiDAR Point Clouds
2023/11/03 by Lunjun Zhang, Anqi Yang, Zhang, Lunjun +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)
- Deformable Filter Convolution for Point Cloud Reasoning
2019/07/30 by Yuwen Xiong, Xiong, Yuwen, Mengye Ren +7 · 5 citations
Engineering · Earth and Planetary Sciences · #3D Shape Modeling and Analysis #3D Surveying and Cultural Heritage #Advanced Numerical Analysis Techniques
- Wandering Within a World: Online Contextualized Few-Shot Learning
2020/07/09 by Mengye Ren, Michael L. Iuzzolino, Ren, Mengye +5 · 2 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 Algorithms #Multimodal Machine Learning Applications
- PooDLe: Pooled and dense self-supervised learning from naturalistic videos
2024/08/20 by Wang, Alex N., Hoang, Christopher, Xiong, Yuwen +2 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Are LLMs Prescient? A Continuous Evaluation using Daily News as the Oracle
2024/11/13 by Dai, Hui, Teehan, Ryan, Ren, Mengye · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Self-supervised learning of video representations from a child's perspective
2024/02/01 by Orhan, A. Emin, Wang, Wentao, Wang, Alex N. +2 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Neurons and Cognition (q-bio.NC)
- LoCo: Local Contrastive Representation Learning
2020/08/04 by Yuwen Xiong, Xiong, Yuwen, Mengye Ren +3 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
- Multi-Agent Routing Value Iteration Network
2020/07/09 by Quinlan Sykora, Sykora, Quinlan, Mengye Ren +3 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Graph Theory and Algorithms #I.2.11 #I.2.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multiagent Systems (cs.MA) #Robotics (cs.RO) #Software-Defined Networks and 5G
- Context Tuning for In-Context Optimization
2025/07/06 by Jack Lu, Jiangbo Lu, Ryan Teehan +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
- Self-Supervised Representation Learning from Flow Equivariance
2021/01/16 by Xiong, Yuwen, Ren, Mengye, Zeng, Wenyuan +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding
2025/08/21 by Yang, Yanlai, Zhao, Zhuokai, Shukla, Satya Narayan +4 · 5 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Reawakening knowledge: Anticipatory recovery from catastrophic interference via structured training
2024/03/14 by Yang, Yanlai, Jones, Matt, Mozer, Michael C. +1 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Midway Network: Learning Representations for Recognition and Motion from Latent Dynamics
2025/10/07 by Christopher Hoang, Hoang, Christopher, Mengye Ren +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
- 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