Kevin Murphy

Collage: Decomposable Rapid Prototyping for Co-Designed Information Extraction on Scientific PDFs ACL 2025 Bayesian Online Natural Gradient (BONG) NeurIPS 2024 DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors NeurIPS 2024 Don’t Be Pessimistic Too Early: Look K Steps Ahead! AISTATS 2024 EM Distillation for One-step Diffusion Models NeurIPS 2024 Model-based Policy Optimization under Approximate Bayesian Inference AISTATS 2024 Efficient Online Bayesian Inference for Neural Bandits AISTATS 2022 Machine Learning on Graphs: A Model and Comprehensive Taxonomy JMLR 2022 Risk score learning for COVID-19 contact tracing apps MLHC 2021 Amortized Bayesian Optimization over Discrete Spaces UAI 2020 Collapsed Amortized Variational Inference for Switching Nonlinear Dynamical Systems ICML 2020 Model-based reinforcement learning for biological sequence design ICLR 2020 Population-Based Black-Box Optimization for Biological Sequence Design ICML 2020 Regularized Autoencoders via Relaxed Injective Probability Flow AISTATS 2020 The Garden of Forking Paths: Towards Multi-Future Trajectory Prediction CVPR 2020 Composing Text and Image for Image Retrieval - an Empirical Odyssey CVPR 2019 Diverse Generation for Multi-Agent Sports Games CVPR 2019 NAS-Bench-101: Towards Reproducible Neural Architecture Search ICML 2019 Relational Action Forecasting CVPR 2019 Stochastic Prediction of Multi-Agent Interactions from Partial Observations ICLR 2019 Unsupervised Discovery of Parts, Structure, and Dynamics ICLR 2019 VideoBERT: A Joint Model for Video and Language Representation Learning ICCV 2019 Actor-centric Relation Network ECCV 2018 Fixing a Broken ELBO ICML 2018 Generative Models of Visually Grounded Imagination ICLR 2018 PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model ECCV 2018 Progressive Neural Architecture Search ECCV 2018 Rethinking Spatiotemporal Feature Learning: Speed-Accuracy Trade-offs in Video Classification ECCV 2018 Tracking Emerges by Colorizing Videos ECCV 2018 Context-Aware Captions From Context-Agnostic Supervision CVPR 2017 Deep Metric Learning via Facility Location CVPR 2017 Improved Image Captioning via Policy Gradient Optimization of SPIDEr ICCV 2017 Speed/Accuracy Trade-Offs for Modern Convolutional Object Detectors CVPR 2017 Towards Accurate Multi-Person Pose Estimation in the Wild CVPR 2017 Detecting Events and Key Actors in Multi-Person Videos CVPR 2016 Generation and Comprehension of Unambiguous Object Descriptions CVPR 2016 Semantic Image Segmentation With Task-Specific Edge Detection Using CNNs and a Discriminatively Trained Domain Transform CVPR 2016 What’s Cookin’? Interpreting Cooking Videos using Text, Speech and Vision NAACL 2015 A Stick-Breaking Likelihood for Categorical Data Analysis with Latent Gaussian Models AISTATS 2012 Convex Structure Learning in Log-Linear Models: Beyond Pairwise Potentials AISTATS 2010 Optimizing Costly Functions with Simple Constraints: A Limited-Memory Projected Quasi-Newton Algorithm AISTATS 2005 Exact Bayesian structure learning from uncertain interventions AISTATS 1999