← Authors

Erik B. Sudderth

26 papers · 2007–2024 · 6 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (7) πŸŒ‰ Interdisciplinary Bridge 🐝 Cross-Pollinator (13) πŸ—ΊοΈ Taxonomy Completionist (21) πŸƒ Academic Marathon (17) 🧭 Keyword Pioneer 🌍 Conference Polyglot (6) 🌟 Keyword Trendsetter Combo (8) 🌱 Topic Pioneer πŸ† Keyword Champion (2) πŸ’Ž Century Club (26) πŸ“ˆ Trend Setter πŸš€ Conference Pioneer πŸ”₯ Unstoppable (7) πŸ—ƒοΈ Keyword Collector (75)

Conferences

NIPS (17) CVPR (4) UAI (2) ICCV (1) ICML (1) JMLR (1)

Top co-authors

Ali Younis (3) Emily B. Fox (3) Deqing Sun (3) Michael I. Jordan (3) Zhile Ren (3) Michael J. Black (3) Alan S. Willsky (3) Geng Ji (2) Henry C Bendekgey (2) Soumya Ghosh (2)

Keywords

bayesian nonparametrics (7) variational inference (7) nonparametric bayesian (5) graphical model (4) bayesian nonparametric (4) markov chain monte carlo (4) topic model (3) hierarchical model (3) image segmentation (3) hierarchical dirichlet process (3) markov random field (3) beta process (2) bayesian inference (2) scene segmentation (2) particle filter (2) optical flow (2) bethe approximation (2) belief propagation (2) loopy belief propagation (2) topic modeling (2)

Papers

Learning to be Smooth: An End-to-End Differentiable Particle Smoother NIPS 2024
Differentiable and Stable Long-Range Tracking of Multiple Posterior Modes NIPS 2023
A decoder suffices for query-adaptive variational inference UAI 2023
Unbiased learning of deep generative models with structured discrete representations NIPS 2023
Thinned random measures for sparse graphs with overlapping communities NIPS 2022
Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints NIPS 2021
3D Scene Reconstruction With Multi-Layer Depth and Epipolar Transformers ICCV 2019
Variational Training for Large-Scale Noisy-OR Bayesian Networks UAI 2019
3D Object Detection With Latent Support Surfaces CVPR 2018
From Patches to Images: A Nonparametric Generative Model ICML 2017
Refinery: An Open Source Topic Modeling Web Platform JMLR 2017
Three-Dimensional Object Detection and Layout Prediction Using Clouds of Oriented Gradients CVPR 2016
Layered RGBD Scene Flow Estimation CVPR 2015
A Fully-Connected Layered Model of Foreground and Background Flow CVPR 2013
Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes NIPS 2012
Minimization of Continuous Bethe Approximations: A Positive Variation NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
From Deformations to Parts: Motion-based Segmentation of 3D Objects NIPS 2012
Spatial distance dependent Chinese restaurant processes for image segmentation NIPS 2011
The Doubly Correlated Nonparametric Topic Model NIPS 2011
Layered image motion with explicit occlusions, temporal consistency, and depth ordering NIPS 2010
Global seismic monitoring as probabilistic inference NIPS 2010
Sharing Features among Dynamical Systems with Beta Processes NIPS 2009
Nonparametric Bayesian Learning of Switching Linear Dynamical Systems NIPS 2008
Shared Segmentation of Natural Scenes Using Dependent Pitman-Yor Processes NIPS 2008
Loop Series and Bethe Variational Bounds in Attractive Graphical Models NIPS 2007