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Papers (including subtopics)

Improved Regret Bounds for Undiscounted Continuous Reinforcement Learning ICML 2015 Inference in a Partially Observed Queuing Model with Applications in Ecology ICML 2015 Information-theoretic lower bounds for convex optimization with erroneous oracles NeurIPS 2015 Information-Theoretic Planning with Trajectory Optimization for Dense 3D Mapping RSS 2015 Interpolating Convex and Non-Convex Tensor Decompositions via the Subspace Norm NeurIPS 2015 Intersecting Faces: Non-negative Matrix Factorization With New Guarantees ICML 2015 Intrinsic Scene Decomposition From RGB-D images ICCV 2015 Inverting RANSAC: Global Model Detection via Inlier Rate Estimation CVPR 2015 Iteratively Reweighted Graph Cut for Multi-Label MRFs With Non-Convex Priors CVPR 2015 Joint Camera Clustering and Surface Segmentation for Large-Scale Multi-View Stereo ICCV 2015 Joint Optimization of Segmentation and Color Clustering ICCV 2015 Kernel Interpolation for Scalable Structured Gaussian Processes (KISS-GP) ICML 2015 L0TV: A New Method for Image Restoration in the Presence of Impulse Noise CVPR 2015 Label optimal regret bounds for online local learning COLT 2015 Large-scale log-determinant computation through stochastic Chebyshev expansions ICML 2015 Large-Scale Markov Decision Problems with KL Control Cost and its Application to Crowdsourcing ICML 2015 LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements NeurIPS 2015 Learning Causal Graphs with Small Interventions NeurIPS 2015 Learning Graph Structure for Multi-Label Image Classification via Clique Generation CVPR 2015 Learning Parametric-Output HMMs with Two Aliased States ICML 2015 Learning Semi-Supervised Representation Towards a Unified Optimization Framework for Semi-Supervised Learning ICCV 2015 Learning Submodular Losses with the Lovasz Hinge ICML 2015 Learning Theory of Randomized Kaczmarz Algorithm JMLR 2015 Learning with a Wasserstein Loss NeurIPS 2015 Less is More: Nyström Computational Regularization NeurIPS 2015