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Samy Bengio, Fernando Pereira, Yoram Singer, Dennis Strelow. "Group Sparse Coding" | [Home Page] | [PDF]
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Chong Wang, David Blei. "Decoupling Sparsity and Smoothness in the Discrete Hierarchical Dirichlet Process" | [Home Page] | [PDF]
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Fen Xia, Tie-yan Liu, Hang Li. "Statistical Consistency of Top-k Ranking" | [Home Page] | [PDF]
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Zahi Karam, Douglas Sturim, William Campbell. "Speaker Comparison with Inner Product Discriminant Functions" | [Home Page] | [PDF]
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Sundeep Rangan, Vivek Goyal, Alyson K. Fletcher. "Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing" | [Home Page] | [PDF]
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Ruben Coen-cagli, Peter Dayan, Odelia Schwartz. "Statistical Models of Linear and Nonlinear Contextual Interactions in Early Visual Processing" | [Home Page] | [PDF]
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Sebastian Gerwinn, Philipp Berens, Matthias Bethge. "A joint maximum-entropy model for binary neural population patterns and continuous signals" | [Home Page] | [PDF]
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Matthias Bethge, Eero Simoncelli, Fabian Sinz. "Hierarchical Modeling of Local Image Features through
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Wenming Zheng, Zhouchen Lin. "Optimizing Multi-Class Spatio-Spectral Filters via Bayes Error Estimation for EEG Classification" | [Home Page] | [PDF]
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Michael Brückner, Tobias Scheffer. "Nash Equilibria of Static Prediction Games" | [Home Page] | [PDF]
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John Wright, Arvind Ganesh, Shankar Rao, Yigang Peng, Yi Ma. "Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Matrices via Convex Optimization" | [Home Page] | [PDF]
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Christos Boutsidis, Petros Drineas, Michael W. Mahoney. "Unsupervised Feature Selection for the
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Chong Wang, David Blei. "Variational Inference for the Nested Chinese Restaurant Process" | [Home Page] | [PDF]
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Sennay Ghebreab, Steven Scholte, Victor Lamme, Arnold Smeulders. "A Biologically Plausible Model for Rapid Natural Scene Identification" | [Home Page] | [PDF]
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Tom Ouyang, Randall Davis. "Learning from Neighboring Strokes: Combining Appearance and Context for Multi-Domain Sketch Recognition" | [Home Page] | [PDF]
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Arthur Choi, Adnan Darwiche. "Approximating MAP by Compensating for Structural Relaxations" | [Home Page] | [PDF]
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Mingyuan Zhou, Haojun Chen, Lu Ren, Guillermo Sapiro, Lawrence Carin, John Paisley. "Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations" | [Home Page] | [PDF]
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Marcus Hutter. "Discrete MDL Predicts in Total Variation" | [Home Page] | [PDF]
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Marius Kloft, Ulf Brefeld, Pavel Laskov, Klaus-Robert Müller, Alexander Zien, Sören Sonnenburg. "Efficient and Accurate Lp-Norm Multiple Kernel Learning" | [Home Page] | [PDF]
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Jörg Lücke, Richard Turner, Maneesh Sahani, Marc Henniges. "Occlusive Components Analysis" | [Home Page] | [PDF]
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Ofer Dekel. "Distribution-Calibrated Hierarchical Classification" | [Home Page] | [PDF]
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Vijay Desai, Vivek Farias, Ciamac C. Moallemi. "A Smoothed Approximate Linear Program" | [Home Page] | [PDF]
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Ed Vul, George Alvarez, Joshua Tenenbaum, Michael Black. "Explaining human multiple object tracking as resource-constrained approximate inference in a dynamic probabilistic model" | [Home Page] | [PDF]
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Jing Gao, Feng Liang, Wei Fan, Yizhou Sun, Jiawei Han. "Graph-based Consensus Maximization among Multiple Supervised and Unsupervised Models" | [Home Page] | [PDF]
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Ryan Mcdonald, Mehryar Mohri, Nathan Silberman, Dan Walker, Gideon Mann. "Efficient Large-Scale Distributed Training of Conditional Maximum Entropy Models" | [Home Page] | [PDF]
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Yusuke Fujiwara, Yoichi Miyawaki, Yukiyasu Kamitani. "Estimating image bases for visual image reconstruction from human brain activity" | [Home Page] | [PDF]
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Matthew Streeter, Daniel Golovin, Andreas Krause. "Online Learning of Assignments" | [Home Page] | [PDF]
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George Konidaris, Andrew Barto. "Skill Discovery in Continuous Reinforcement Learning Domains using Skill Chaining" | [Home Page] | [PDF]
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Kevin Waugh, Nolan Bard, Michael Bowling. "Strategy Grafting in Extensive Games" | [Home Page] | [PDF]
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Khashayar Rohanimanesh, Sameer Singh, Andrew McCallum, Michael Black. "Training Factor Graphs with Reinforcement Learning for Efficient MAP Inference" | [Home Page] | [PDF]
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M. Kumar, Daphne Koller. "Learning a Small Mixture of Trees" | [Home Page] | [PDF]
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Mario Fritz, Gary Bradski, Sergey Karayev, Trevor Darrell, Michael Black. "An Additive Latent Feature Model for Transparent Object Recognition" | [Home Page] | [PDF]
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Jean-pascal Pfister, Peter Dayan, Máté Lengyel. "Know Thy Neighbour: A Normative Theory of Synaptic Depression" | [Home Page] | [PDF]
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Yang Wang, Gholamreza Haffari, Shaojun Wang, Greg Mori. "A Rate Distortion Approach for Semi-Supervised Conditional Random Fields" | [Home Page] | [PDF]
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Chenghui Cai, Xuejun Liao, Lawrence Carin. "Learning to Explore and Exploit in POMDPs" | [Home Page] | [PDF]
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Masayuki Karasuyama, Ichiro Takeuchi. "Multiple Incremental Decremental Learning of Support Vector Machines" | [Home Page] | [PDF]
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Jian Peng, Liefeng Bo, Jinbo Xu. "Conditional Neural Fields" | [Home Page] | [PDF]
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Gal Chechik, Uri Shalit, Varun Sharma, Samy Bengio. "An Online Algorithm for Large Scale Image Similarity Learning" | [Home Page] | [PDF]
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Steven Chase, Andrew Schwartz, Wolfgang Maass, Robert Legenstein. "Functional network reorganization in motor cortex can be explained by reward-modulated Hebbian learning" | [Home Page] | [PDF]
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Finale Doshi-velez. "The Infinite Partially Observable Markov Decision Process" | [Home Page] | [PDF]
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Chonghai Hu, Weike Pan, James Kwok. "Accelerated Gradient Methods for Stochastic Optimization and Online Learning" | [Home Page] | [PDF]
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Yee Teh, Dilan Gorur. "Indian Buffet Processes with Power-law Behavior" | [Home Page] | [PDF]
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Yongxin Xi, Uri Hasson, Peter J. Ramadge, Zhen Xiang. "Boosting with Spatial Regularization" | [Home Page] | [PDF]
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Jonathan Pillow. "Time-rescaling methods for the estimation and assessment of non-Poisson neural encoding models" | [Home Page] | [PDF]
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Kwang Kim, Florian Steinke, Matthias Hein. "Semi-supervised Regression using Hessian energy with an application to semi-supervised dimensionality reduction" | [Home Page] | [PDF]
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Laura Dietz, Valentin Dallmeier, Andreas Zeller, Tobias Scheffer. "Localizing Bugs in Program Executions with Graphical Models" | [Home Page] | [PDF]
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Jerry Zhu, Bryan Gibson, Timothy T. Rogers. "Human Rademacher Complexity" | [Home Page] | [PDF]
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Elad Hazan, Satyen Kale. "Beyond Convexity: Online Submodular Minimization" | [Home Page] | [PDF]
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Massih R. Amini, Nicolas Usunier, Cyril Goutte. "Learning from Multiple Partially Observed Views - an Application to Multilingual Text Categorization" | [Home Page] | [PDF]
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Wolf Vanpaemel. "Measuring model complexity with the prior predictive" | [Home Page] | [PDF]
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Long Zhu, Yuanahao Chen, Bill Freeman, Antonio Torralba. "Nonparametric Bayesian Texture Learning and Synthesis" | [Home Page] | [PDF]
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Lan Du, Lu Ren, Lawrence Carin, David Dunson. "A Bayesian Model for Simultaneous Image Clustering, Annotation and Object Segmentation" | [Home Page] | [PDF]
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Jacob Whitehill, Ting-fan Wu, Jacob Bergsma, Javier Movellan, Paul Ruvolo. "Whose Vote Should Count More: Optimal Integration of Labels from Labelers of Unknown Expertise" | [Home Page] | [PDF]
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Jonathan Chang, Sean Gerrish, Chong Wang, Jordan Boyd-graber, David Blei. "Reading Tea Leaves: How Humans Interpret Topic Models" | [Home Page] | [PDF]
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Bryan Russell, Alyosha Efros, Josef Sivic, Bill Freeman, Andrew Zisserman. "Segmenting Scenes by Matching Image Composites" | [Home Page] | [PDF]
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Kian Chai. "Generalization Errors and Learning Curves for Regression with Multi-task Gaussian Processes" | [Home Page] | [PDF]
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Ashish Kapoor, Eric Horvitz. "Breaking Boundaries Between Induction Time and Diagnosis Time Active Information Acquisition" | [Home Page] | [PDF]
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Marius Leordeanu, Martial Hebert, Rahul Sukthankar. "An Integer Projected Fixed Point Method for Graph Matching and MAP Inference" | [Home Page] | [PDF]
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Lawrence Cayton. "Efficient Bregman Range Search" | [Home Page] | [PDF]
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Martin Allen, Shlomo Zilberstein. "Complexity of Decentralized Control: Special Cases" | [Home Page] | [PDF]