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Theory

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Papers

An Online Convex Optimization Approach to Blackwell's Approachability JMLR 2016 A posteriori error bounds for joint matrix decomposition problems NeurIPS 2016 A Random Matrix Approach to Echo-State Neural Networks ICML 2016 Architectural Complexity Measures of Recurrent Neural Networks NeurIPS 2016 A Unified View on Multi-class Support Vector Classification JMLR 2016 Better call Saul: Flexible Programming for Learning and Inference in NLP COLING 2016 Beyond Parity Constraints: Fourier Analysis of Hash Functions for Inference ICML 2016 Characterizing Vocal Tract Dynamics Across Speakers Using Real-Time MRI Interspeech 2016 Complexity in Prosody: A Nonlinear Dynamical Systems Approach for Dyadic Conversations; Behavior and Outcomes in Couples Therapy Interspeech 2016 Complexity of Representation and Inference in Compositional Models with Part Sharing JMLR 2016 Complexity Theoretic Limitations on Learning DNF’s COLT 2016 Convergence of an Alternating Maximization Procedure JMLR 2016 Convolutional Rectifier Networks as Generalized Tensor Decompositions ICML 2016 Differential Geometric Regularization for Supervised Learning of Classifiers ICML 2016 Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning JMLR 2016 Dimension-Free Iteration Complexity of Finite Sum Optimization Problems NeurIPS 2016 Direct Feedback Alignment Provides Learning in Deep Neural Networks NeurIPS 2016 Double or Nothing: Multiplicative Incentive Mechanisms for Crowdsourcing JMLR 2016 Early and Reliable Event Detection Using Proximity Space Representation ICML 2016 Early Stopping as Nonparametric Variational Inference AISTATS 2016 Efficient Network Reachability Analysis Using a Succinct Control Plane Representation OSDI 2016 Efficient state-space modularization for planning: theory, behavioral and neural signatures NeurIPS 2016 ERRATA: On the Estimation of the Gradient Lines of a Density and the Consistency of the Mean-Shift Algorithm JMLR 2016 Evaluation of Singing Synthesis: Methodology and Case Study with Concatenative and Performative Systems Interspeech 2016 Exact Exponent in Optimal Rates for Crowdsourcing ICML 2016