Theory

An Empirical Evaluation of Sketched SVD and its Application to Leverage Score Ordering ACML 2018 A Random Matrix Analysis and Improvement of Semi-Supervised Learning for Large Dimensional Data JMLR 2018 Are ResNets Provably Better than Linear Predictors? NeurIPS 2018 ASAP: Fast, Approximate Graph Pattern Mining at Scale OSDI 2018 A Study of Argumentative Characterisations of Preferred Subtheories IJCAI 2018 A sum-product algorithm with polynomials for computing exact derivatives of the likelihood in Bayesian networks PGM 2018 Asymptotic optimality of adaptive importance sampling NeurIPS 2018 A Unified Framework for Extensive-Form Game Abstraction with Bounds NeurIPS 2018 A Unified View of Piecewise Linear Neural Network Verification NeurIPS 2018 Beating Monte Carlo Integration: a Nonasymptotic Study of Kernel Smoothing Methods AISTATS 2018 Behavior of Analogical Inference w.r.t. Boolean Functions IJCAI 2018 Best arm identification in multi-armed bandits with delayed feedback AISTATS 2018 Best of both worlds: Stochastic & adversarial best-arm identification COLT 2018 Beyond Error Propagation in Neural Machine Translation: Characteristics of Language Also Matter EMNLP 2018 Beyond Finite Layer Neural Networks: Bridging Deep Architectures and Numerical Differential Equations ICML 2018 Beyond the Hazard Rate: More Perturbation Algorithms for Adversarial Multi-armed Bandits JMLR 2018 Binary Classification with Karmic, Threshold-Quasi-Concave Metrics ICML 2018 Boosting Dilated Convolutional Networks with Mixed Tensor Decompositions ICLR 2018 Bootstrapping EM via Power EM and Convergence in the Naive Bayes Model AISTATS 2018 Bounds on the Approximation Power of Feedforward Neural Networks ICML 2018 Capturing and Enhancing In Situ System Observability for Failure Detection OSDI 2018 Causal Bandits with Propagating Inference ICML 2018 Challenges in Converting the Index Thomisticus Treebank into Universal Dependencies EMNLP 2018 Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality ICLR 2018 Characterizing Departures from Linearity in Word Translation ACL 2018