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Theory

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Papers

Beyond Hartigan Consistency: Merge Distortion Metric for Hierarchical Clustering COLT 2015
Variable Selection is Hard COLT 2015
Cortical Learning via Prediction COLT 2015
An Almost Optimal PAC Algorithm COLT 2015
Deep Neural Networks Are Easily Fooled: High Confidence Predictions for Unrecognizable Images CVPR 2015
Understanding Image Representations by Measuring Their Equivariance and Equivalence CVPR 2015
Good Features to Track for Visual SLAM CVPR 2015
Robust Multiple Homography Estimation: An Ill-Solved Problem CVPR 2015
Beyond the Shortest Path : Unsupervised Domain Adaptation by Sampling Subspaces Along the Spline Flow CVPR 2015
Riemannian Coding and Dictionary Learning: Kernels to the Rescue CVPR 2015
Beyond Tree Structure Models: A New Occlusion Aware Graphical Model for Human Pose Estimation ICCV 2015
On the Equivalence of Moving Entrance Pupil and Radial Distortion for Camera Calibration ICCV 2015
Understanding Deep Features With Computer-Generated Imagery ICCV 2015
Coresets for Nonparametric Estimation - the Case of DP-Means ICML 2015
Message Passing for Collective Graphical Models ICML 2015
The Ladder: A Reliable Leaderboard for Machine Learning Competitions ICML 2015
Faster cover trees ICML 2015
Rebuilding Factorized Information Criterion: Asymptotically Accurate Marginal Likelihood ICML 2015
A Deterministic Analysis of Noisy Sparse Subspace Clustering for Dimensionality-reduced Data ICML 2015
\ell_1,p-Norm Regularization: Error Bounds and Convergence Rate Analysis of First-Order Methods ICML 2015
Binary Embedding: Fundamental Limits and Fast Algorithm ICML 2015
How Hard is Inference for Structured Prediction? ICML 2015
Fast Cross-Validation via Sequential Testing JMLR 2015
Rationality, Optimism and Guarantees in General Reinforcement Learning JMLR 2015
V-Matrix Method of Solving Statistical Inference Problems JMLR 2015