Theory

Beyond the Shortest Path : Unsupervised Domain Adaptation by Sampling Subspaces Along the Spline Flow CVPR 2015 Beyond Tree Structure Models: A New Occlusion Aware Graphical Model for Human Pose Estimation ICCV 2015 Binary Embedding: Fundamental Limits and Fast Algorithm ICML 2015 Bounding errors of Expectation-Propagation NeurIPS 2015 Calibrated Structured Prediction NeurIPS 2015 Calibration of conditional composite likelihood for Bayesian inference on Gibbs random fields AISTATS 2015 Complexity of Equivalence and Learning for Multiplicity Tree Automata JMLR 2015 Consistent Multilabel Classification NeurIPS 2015 Constraint-based Causal Discovery from Multiple Interventions over Overlapping Variable Sets JMLR 2015 Coresets for Nonparametric Estimation - the Case of DP-Means ICML 2015 Cortical Learning via Prediction COLT 2015 Deep Neural Networks Are Easily Fooled: High Confidence Predictions for Unrecognizable Images CVPR 2015 Discrete Reproducing Kernel Hilbert Spaces: Sampling and Distribution of Dirac-masses JMLR 2015 \ell_1,p-Norm Regularization: Error Bounds and Convergence Rate Analysis of First-Order Methods ICML 2015 Empirical Localization of Homogeneous Divergences on Discrete Sample Spaces NeurIPS 2015 Exactness of Approximate MAP Inference in Continuous MRFs NeurIPS 2015 Existence and Uniqueness of Proper Scoring Rules JMLR 2015 Fast and Memory Optimal Low-Rank Matrix Approximation NeurIPS 2015 Fast Cross-Validation via Sequential Testing JMLR 2015 Faster cover trees ICML 2015 Fast Function to Function Regression AISTATS 2015 Fighting Bandits with a New Kind of Smoothness NeurIPS 2015 Generalization in Adaptive Data Analysis and Holdout Reuse NeurIPS 2015 Good Features to Track for Visual SLAM CVPR 2015 How Hard is Inference for Structured Prediction? ICML 2015