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Oluwasanmi O. Koyejo, Rajiv Khanna, Joydeep Ghosh, Russell Poldrack. "On Prior Distributions and Approximate Inference for Structured Variables" | [Home Page] | [PDF]
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Zhaoran Wang, Huanran Lu, Han Liu. "Tighten after Relax: Minimax-Optimal Sparse PCA in Polynomial Time" | [Home Page] | [PDF]
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Yuchen Zhang, Xi Chen, Dengyong Zhou, Michael I. Jordan. "Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing" | [Home Page] | [PDF]
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Kamalika Chaudhuri, Sanjoy Dasgupta. "Rates of Convergence for Nearest Neighbor Classification" | [Home Page] | [PDF]
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Kenneth W. Latimer, E.J. Chichilnisky, Fred Rieke, Jonathan W. Pillow. "Inferring synaptic conductances from spike trains with a biophysically inspired point process model" | [Home Page] | [PDF]
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Alyson K. Fletcher, Sundeep Rangan. "Scalable Inference for Neuronal Connectivity from Calcium Imaging" | [Home Page] | [PDF]
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Bruce Hajek, Sewoong Oh, Jiaming Xu. "Minimax-optimal Inference from Partial Rankings" | [Home Page] | [PDF]
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Yanping Huang, Rajesh PN Rao. "Neurons as Monte Carlo Samplers: Bayesian Inference and Learning in Spiking Networks" | [Home Page] | [PDF]
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Roy Frostig, Sida Wang, Percy S. Liang, Christopher D. Manning. "Simple MAP Inference via Low-Rank Relaxations" | [Home Page] | [PDF]
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Cho-Jui Hsieh, Si Si, Inderjit S. Dhillon. "Fast Prediction for Large-Scale Kernel Machines" | [Home Page] | [PDF]
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Xiangyu Wang, Peichao Peng, David B. Dunson. "Median Selection Subset Aggregation for Parallel Inference" | [Home Page] | [PDF]
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Kimberly L. Stachenfeld, Matthew Botvinick, Samuel J. Gershman. "Design Principles of the Hippocampal Cognitive Map" | [Home Page] | [PDF]
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Stephan Mandt, David Blei. "Smoothed Gradients for Stochastic Variational Inference" | [Home Page] | [PDF]
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Ryan Kiros, Richard Zemel, Russ R. Salakhutdinov. "A Multiplicative Model for Learning Distributed Text-Based Attribute Representations" | [Home Page] | [PDF]
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Matthew Lawlor, Steven W. Zucker. "Feedforward Learning of Mixture Models" | [Home Page] | [PDF]
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Peter J. Sadowski, Daniel Whiteson, Pierre Baldi. "Searching for Higgs Boson Decay Modes with Deep Learning" | [Home Page] | [PDF]
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Mohammad Emtiyaz E. Khan. "Decoupled Variational Gaussian Inference" | [Home Page] | [PDF]
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Xin Wang, Jinbo Bi, Shipeng Yu, Jiangwen Sun. "On Multiplicative Multitask Feature Learning" | [Home Page] | [PDF]
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Vivek Srikumar, Christopher D. Manning. "Learning Distributed Representations for Structured Output Prediction" | [Home Page] | [PDF]
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Weizhu Chen, Zhenghao Wang, Jingren Zhou. "Large-scale L-BFGS using MapReduce" | [Home Page] | [PDF]
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Yash Deshpande, Andrea Montanari. "Sparse PCA via Covariance Thresholding" | [Home Page] | [PDF]
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Huining Hu, Zhentao Li, Adrian R. Vetta. "Randomized Experimental Design for Causal Graph Discovery" | [Home Page] | [PDF]
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Shouyuan Chen, Tian Lin, Irwin King, Michael R. Lyu, Wei Chen. "Combinatorial Pure Exploration of Multi-Armed Bandits" | [Home Page] | [PDF]
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Yi Sun, Yuheng Chen, Xiaogang Wang, Xiaoou Tang. "Deep Learning Face Representation by Joint Identification-Verification" | [Home Page] | [PDF]
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Jonathan J. Tompson, Arjun Jain, Yann LeCun, Christoph Bregler. "Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimation" | [Home Page] | [PDF]
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Deepti Pachauri, Risi Kondor, Gautam Sargur, Vikas Singh. "Permutation Diffusion Maps (PDM) with Application to the Image Association Problem in Computer Vision" | [Home Page] | [PDF]
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Guy Bresler, David Gamarnik, Devavrat Shah. "Structure learning of antiferromagnetic Ising models" | [Home Page] | [PDF]
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Lars Buesing, Timothy A. Machado, John P. Cunningham, Liam Paninski. "Clustered factor analysis of multineuronal spike data" | [Home Page] | [PDF]
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Chao Chen, Han Liu, Dimitris Metaxas, Tianqi Zhao. "Mode Estimation for High Dimensional Discrete Tree Graphical Models" | [Home Page] | [PDF]
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Tom Gunter, Michael A. Osborne, Roman Garnett, Philipp Hennig, Stephen J. Roberts. "Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature" | [Home Page] | [PDF]
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Jimmy Ba, Rich Caruana. "Do Deep Nets Really Need to be Deep?" | [Home Page] | [PDF]
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Sung Ju Hwang, Leonid Sigal. "A Unified Semantic Embedding: Relating Taxonomies and Attributes" | [Home Page] | [PDF]
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Xinghao Pan, Stefanie Jegelka, Joseph E. Gonzalez, Joseph K. Bradley, Michael I. Jordan. "Parallel Double Greedy Submodular Maximization" | [Home Page] | [PDF]
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Pritish Mohapatra, C.V. Jawahar, M. Pawan Kumar. "Efficient Optimization for Average Precision SVM" | [Home Page] | [PDF]
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Aaron Defazio, Francis Bach, Simon Lacoste-Julien. "SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives" | [Home Page] | [PDF]
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Weijie Su, Stephen Boyd, Emmanuel Candes. "A Differential Equation for Modeling Nesterov’s Accelerated Gradient Method: Theory and Insights" | [Home Page] | [PDF]
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Quanquan Gu, Zhaoran Wang, Han Liu. "Sparse PCA with Oracle Property" | [Home Page] | [PDF]
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Fajwel Fogel, Alexandre d'Aspremont, Milan Vojnovic. "SerialRank: Spectral Ranking using Seriation" | [Home Page] | [PDF]
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Luca Pasa, Alessandro Sperduti. "Pre-training of Recurrent Neural Networks via Linear Autoencoders" | [Home Page] | [PDF]
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Deanna Needell, Rachel Ward, Nati Srebro. "Stochastic Gradient Descent, Weighted Sampling, and the Randomized Kaczmarz algorithm" | [Home Page] | [PDF]
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Marta Soare, Alessandro Lazaric, Remi Munos. "Best-Arm Identification in Linear Bandits" | [Home Page] | [PDF]
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Kevin Moon, Alfred Hero. "Multivariate f-divergence Estimation With Confidence" | [Home Page] | [PDF]
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Arun Rajkumar, Shivani Agarwal. "Online Decision-Making in General Combinatorial Spaces" | [Home Page] | [PDF]
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Stefan Wager, William Fithian, Sida Wang, Percy S. Liang. "Altitude Training: Strong Bounds for Single-Layer Dropout" | [Home Page] | [PDF]
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Jean Lafond, Olga Klopp, Eric Moulines, Joseph Salmon. "Probabilistic low-rank matrix completion on finite alphabets" | [Home Page] | [PDF]
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Syama Sundar Rangapuram, Pramod Kaushik Mudrakarta, Matthias Hein. "Tight Continuous Relaxation of the Balanced k-Cut Problem" | [Home Page] | [PDF]
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Wei Liu, Cun Mu, Sanjiv Kumar, Shih-Fu Chang. "Discrete Graph Hashing" | [Home Page] | [PDF]
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Renato Negrinho, Andre Martins. "Orbit Regularization" | [Home Page] | [PDF]
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Yuanyuan Mi, Luozheng Li, Dahui Wang, Si Wu. "A Synaptical Story of Persistent Activity with Graded Lifetime in a Neural System" | [Home Page] | [PDF]
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Minh Ha Quang, Marco San Biagio, Vittorio Murino. "Log-Hilbert-Schmidt metric between positive definite operators on Hilbert spaces" | [Home Page] | [PDF]
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Ian En-Hsu Yen, Cho-Jui Hsieh, Pradeep K. Ravikumar, Inderjit S. Dhillon. "Constant Nullspace Strong Convexity and Fast Convergence of Proximal Methods under High-Dimensional Settings" | [Home Page] | [PDF]
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Anqi Wu, Mijung Park, Oluwasanmi O. Koyejo, Jonathan W. Pillow. "Sparse Bayesian structure learning with “dependent relevance determination” priors" | [Home Page] | [PDF]
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Robert Gens, Pedro M. Domingos. "Deep Symmetry Networks" | [Home Page] | [PDF]
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Daniel Bartz, Klaus-Robert Müller. "Covariance shrinkage for autocorrelated data" | [Home Page] | [PDF]
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Haichao Zhang, Jianchao Yang. "Scale Adaptive Blind Deblurring" | [Home Page] | [PDF]
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Yingbo Zhou, Utkarsh Porwal, Ce Zhang, Hung Q. Ngo, XuanLong Nguyen, Christopher Ré, Venu Govindaraju. "Parallel Feature Selection Inspired by Group Testing" | [Home Page] | [PDF]
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Se-Young Yun, marc lelarge, Alexandre Proutiere. "Streaming, Memory Limited Algorithms for Community Detection" | [Home Page] | [PDF]
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Adrian Weller, Tony Jebara. "Clamping Variables and Approximate Inference" | [Home Page] | [PDF]
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Omer Levy, Yoav Goldberg. "Neural Word Embedding as Implicit Matrix Factorization" | [Home Page] | [PDF]
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Quoc Tran-Dinh, Volkan Cevher. "Constrained convex minimization via model-based excessive gap" | [Home Page] | [PDF]
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Neil Houlsby, David Blei. "A Filtering Approach to Stochastic Variational Inference" | [Home Page] | [PDF]