Learning Theory

From Strings to Other Things: Linking the Neighborhood and Transposition Effects in Word Reading CoNLL 2018 Generalisation in humans and deep neural networks NeurIPS 2018 Generalisation of structural knowledge in the hippocampal-entorhinal system NeurIPS 2018 Generalization-Aware Structured Regression towards Balancing Bias and Variance IJCAI 2018 Generalization Bounds for Regularized Pairwise Learning IJCAI 2018 Generalization Bounds for Uniformly Stable Algorithms NeurIPS 2018 Generalization without Systematicity: On the Compositional Skills of Sequence-to-Sequence Recurrent Networks ICML 2018 Global Convergence of Policy Gradient Methods for the Linear Quadratic Regulator ICML 2018 Gradient Descent Learns One-hidden-layer CNN: Don’t be Afraid of Spurious Local Minima ICML 2018 Gradient descent with identity initialization efficiently learns positive definite linear transformations by deep residual networks ICML 2018 Gradient Primal-Dual Algorithm Converges to Second-Order Stationary Solution for Nonconvex Distributed Optimization Over Networks ICML 2018 Hardness of Learning Noisy Halfspaces using Polynomial Thresholds COLT 2018 Hinge-Minimax Learner for the Ensemble of Hyperplanes JMLR 2018 How Many Samples are Needed to Estimate a Convolutional Neural Network? NeurIPS 2018 How SGD Selects the Global Minima in Over-parameterized Learning: A Dynamical Stability Perspective NeurIPS 2018 How to Start Training: The Effect of Initialization and Architecture NeurIPS 2018 Hyperparameter optimization: a spectral approach ICLR 2018 Identification and Estimation of Causal Effects from Dependent Data NeurIPS 2018 Implicit Bias of Gradient Descent on Linear Convolutional Networks NeurIPS 2018 Improved Algorithms for Collaborative PAC Learning NeurIPS 2018 Improved Regret Bounds for Thompson Sampling in Linear Quadratic Control Problems ICML 2018 Information Theoretic Guarantees for Empirical Risk Minimization with Applications to Model Selection and Large-Scale Optimization ICML 2018 Instance Weighting with Applications to Cross-domain Text Classification via Trading off Sample Selection Bias and Variance IJCAI 2018 Instrument-Armed Bandits ALT 2018 Interactive Learning and Decision Making: Foundations, Insights & Challenges IJCAI 2018