Kevin Murphy
- Deep Probabilistic Programming
2017/01/13 by Dustin Tran, Matthew D. Hoffman, Tran, Dustin +9 · 4 voices · 8 citations
Computer Science · #Adversarial Robustness in Machine Learning #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #cs.AI #cs.LG #cs.PL #stat.CO #stat.ML
- Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources
2015/02/12 by Xin Luna Dong, Dong, Xin Luna, Evgeniy Gabrilovich +13 · 6 voices · 3 citations
Computer Science · Social Sciences · #Access Control and Trust #Misinformation and Its Impacts #Topic Modeling #cs.DB #cs.IR
- Reinforcement Learning: An Overview
2024/12/06 by Kevin Murphy, Kevin J. Murphy, Murphy, Kevin · 26 voices
Computer Science · #Adaptive Dynamic Programming Control #Explainable Artificial Intelligence (XAI) #Reinforcement Learning in Robotics #cs.AI #cs.LG
- Progressive Neural Architecture Search
2017/12/02 by Chenxi Liu, Liu, Chenxi, Barret Zoph +17 · 1 voice · 55 citations
Computer Science · #Advanced Neural Network Applications #Machine Learning and Data Classification #Adversarial Robustness in Machine Learning
- DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
2017/04/27 by Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos +3 · 247 citations
Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Robotics and Sensor-Based Localization
- Generation and Comprehension of Unambiguous Object Descriptions
2015/11/07 by Junhua Mao, Mao, Junhua, Jonathan Huang +9 · 108 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #I.2.10 #I.2.6 #I.2.7 #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Robotics (cs.RO)
- LabelMe: A Database and Web-Based Tool for Image Annotation
2007/10/30 by Bryan Russell, Bryan C. Russell, Antonio Torralba +3 · 77 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques #Advanced Neural Network Applications
- Changes in Relative Wages, 1963-1987: Supply and Demand Factors
1992/02/01 by L. F. Katz, Lawrence F. Katz, Kevin Murphy +1 · 48 citations
Economics, Econometrics and Finance · #Economic Theory and Policy #Labor market dynamics and wage inequality #Economic Growth and Productivity
- VideoBERT: A Joint Model for Video and Language Representation Learning
2019/04/03 by Chen Sun, Austin Myers, Sun, Chen +7 · 60 citations
Computer Science · #Multimodal Machine Learning Applications #Human Pose and Action Recognition #Domain Adaptation and Few-Shot Learning
- Muse: Text-To-Image Generation via Masked Generative Transformers
2023/01/02 by Hui‐Wen Chang, Han Zhang, Chang, Huiwen +21 · 65 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- BlackJAX: Composable Bayesian inference in JAX
2024/02/16 by Alberto Cabezas, Adrien Corenflos, Cabezas, Alberto +41 · 1 voice · 22 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Machine Learning in Healthcare #cs.LG #cs.MS #stat.CO #stat.ML
- NAS-Bench-101: Towards Reproducible Neural Architecture Search
2019/02/25 by Chris Ying, Aaron Klein, Ying, Chris +9 · 45 citations
Computer Science · Materials Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning in Materials Science #Software Engineering Research
- Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification
2017/12/13 by Saining Xie, Xie, Saining, Chen Sun +7 · 23 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications #Video Surveillance and Tracking Methods
- Composing Text and Image for Image Retrieval - An Empirical Odyssey
2018/12/18 by Nam Vo, Lu Jiang, Vo, Nam +11 · 24 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 #Multimodal Machine Learning Applications
- The Division of Labor, Coordination Costs, and Knowledge
1992/11/01 by G. S. Becker, Gary S. Becker, K. M. Murphy +1 · 14 citations
Economics, Econometrics and Finance · #Fiscal Policy and Economic Growth #Economic Growth and Productivity #Global trade and economics
- Human Capital, Fertility, and Economic Growth
1990/10/01 by Gary S. Becker, Kevin Murphy, Kevin M. Murphy +1 · 15 citations
Economics, Econometrics and Finance · Social Sciences · #Economic Growth and Productivity #Fiscal Policy and Economic Growth #Gender, Labor, and Family Dynamics
- Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation
2015/02/09 by George Papandreou, Liang-Chieh Chen, Papandreou, George +5 · 29 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Machine Learning on Graphs: A Model and Comprehensive Taxonomy
2020/05/07 by Ines Chami, Chami, Ines, Sami Abu-El-Haija +7 · 17 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Social and Information Networks (cs.SI) #Topic Modeling
- Generative Models of Visually Grounded Imagination
2017/05/30 by Ramakrishna Vedantam, Vedantam, Ramakrishna, Ian Fischer +5 · 12 citations
Computer Science · #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) #Multimodal Machine Learning Applications #Video Analysis and Summarization
- Language as an Abstraction for Hierarchical Deep Reinforcement Learning
2019/06/18 by Yiding Jiang, Jiang, Yiding, Shixiang Gu +5 · 10 citations
Computer Science · Engineering · #Reinforcement Learning in Robotics #Evolutionary Algorithms and Applications #Modular Robots and Swarm Intelligence
- Diffusion Model Predictive Control
2024/10/07 by Guangyao Zhou, Zhou, Guangyao, Sivaramakrishnan Swaminathan +16 · 1 voice · 12 citations
Engineering · #Advanced Control Systems Optimization
- Modeling Uncertainty with Hedged Instance Embedding
2018/09/30 by Seong Joon Oh, Oh, Seong Joon, Kevin Murphy +9 · 7 citations
Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Plex: Towards Reliability using Pretrained Large Model Extensions
2022/07/15 by Dustin Tran, Tran, Dustin, Jeremiah Liu +49 · 9 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Domain Adaptation and Few-Shot Learning
- Speed/accuracy trade-offs for modern convolutional object detectors
2016/11/30 by Jonathan Huang, Huang, Jonathan, Vivek Rathod +19 · 7 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Outlier-robust Kalman Filtering through Generalised Bayes
2024/05/09 by Gerardo Duràn-Martín, Duran-Martin, Gerardo, Matias Altamirano +13 · 12 citations
Computer Science · Engineering · #Target Tracking and Data Fusion in Sensor Networks #Fault Detection and Control Systems #Inertial Sensor and Navigation
- Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning
2021/06/07 by Zachary Nado, Neil Band, Nado, Zachary +49 · 6 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
- Actor-Centric Relation Network
2018/07/28 by Chen Sun, Abhinav Shrivastava, Sun, Chen +9 · 6 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications
- Language Model Cascades
2022/07/21 by D. Dohan, Dohan, David, Winnie Xu +21 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
- Context-aware Captions from Context-agnostic Supervision
2017/01/11 by Ramakrishna Vedantam, Vedantam, Ramakrishna, Samy Bengio +7 · 7 citations
Computer Science · #Multimodal Machine Learning Applications #Human Pose and Action Recognition #Domain Adaptation and Few-Shot Learning
- From Data Fusion to Knowledge Fusion
2015/03/01 by Xin Luna Dong, Evgeniy Gabrilovich, Dong, Xin Luna +11 · 3 citations
Computer Science · Decision Sciences · #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Topic Modeling #Web Data Mining and Analysis
- SPAE: Semantic Pyramid AutoEncoder for Multimodal Generation with Frozen LLMs
2023/06/30 by Lijun Yu, Yong Cheng, Yu, Lijun +23 · 6 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
- Towards a Mechanistic Explanation of Diffusion Model Generalization
2024/11/28 by Matthew Niedoba, Niedoba, Matthew, Berend Zwartsenberg +5 · 10 citations
Medicine · Physics and Astronomy · Computer Science · #Advanced Neuroimaging Techniques and Applications #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis
- Distributional Diffusion Models with Scoring Rules
2025/02/04 by Valentin De Bortoli, Alexandre Galashov, De Bortoli, Valentin +12 · 3 voices · 6 citations
Social Sciences · #Insurance, Mortality, Demography, Risk Management #cs.LG #stat.ML
- The Garden of Forking Paths: Towards Multi-Future Trajectory Prediction
2019/12/13 by Junwei Liang, Lu Jiang, Liang, Junwei +7 · 3 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Video Surveillance and Tracking Methods
- Learning Video Representations using Contrastive Bidirectional Transformer
2019/06/13 by Chen Sun, Fabien Baradel, Sun, Chen +5 · 6 citations
Computer Science · #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) #Multimodal Machine Learning Applications #Video Analysis and Summarization
- What's Cookin'? Interpreting Cooking Videos using Text, Speech and\n Vision
2015/03/05 by Jonathan Malmaud, Malmaud, Jonathan, Jonathan Huang +9 · 2 citations
Computer Science · #Video Analysis and Summarization #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques
- PersonLab: Person Pose Estimation and Instance Segmentation with a\n Bottom-Up, Part-Based, Geometric Embedding Model
2018/03/22 by George Papandreou, Papandreou, George, Tyler Zhu +9 · 2 citations
Computer Science · #Human Pose and Action Recognition #Video Surveillance and Tracking Methods #Anomaly Detection Techniques and Applications
- Improving Transformer World Models for Data-Efficient RL
2025/02/03 by Antoine Dedieu, Dedieu, Antoine, Joseph Ortiz +13 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
- Estimation and Inference in Two-Step Econometric Models
2002/01/01 by Kevin Murphy, Kevin M Murphy, Robert H Topel +1 · 1 citation
Economics, Econometrics and Finance · Mathematics · #Spatial and Panel Data Analysis #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
- fMRI in the presence of task-correlated breathing variations
2009/05/20 by Rasmus M. Birn, Kevin Murphy, Daniel A. Handwerker +1 · 1 voice · 1 citation
Medicine · Neuroscience · #Advanced MRI Techniques and Applications #EEG and Brain-Computer Interfaces #Functional Brain Connectivity Studies
- Unsupervised Discovery of Parts, Structure, and Dynamics
2019/03/12 by Zhenjia Xu, Zhijian Liu, Xu, Zhenjia +11 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Relational Action Forecasting
2019/04/08 by Chen Sun, Sun, Chen, Abhinav Shrivastava +9 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Video Surveillance and Tracking Methods
- Regularized Autoencoders via Relaxed Injective Probability Flow
2020/02/20 by Abhishek Kumar, Kumar, Abhishek, Ben Poole +3 · 1 citation
Computer Science · Physics and Astronomy · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
- Hands-free Telelocomotion of a Wheeled Humanoid toward Dynamic Mobile Manipulation via Teleoperation
2022/03/07 by Amartya Purushottam, Yeongtae Jung, Purushottam, Amartya +7 · 2 citations
Engineering · Psychology · #FOS: Computer and information sciences #Robot Manipulation and Learning #Robotic Locomotion and Control #Robotics (cs.RO) #Social Robot Interaction and HRI
- Uncertainty Disentanglement with Non-stationary Heteroscedastic Gaussian Processes for Active Learning
2022/10/20 by Zeel B Patel, Patel, Zeel B, Nipun Batra +3 · 1 citation
Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Model Predictive Simulation Using Structured Graphical Models and Transformers
2024/06/28 by Xinghua Lou, Lou, Xinghua, Meet Dave +7 · 1 citation
Computer Science · Decision Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Modeling and Simulation Systems #Simulation Techniques and Applications