Theory

Selecting Compliant Agents for Opt-in Micro-Tolling AAAI 2019 Semi-flat minima and saddle points by embedding neural networks to overparameterization NeurIPS 2019 Sensitivity Analysis of Deep Neural Networks AAAI 2019 Sequential Neural Networks as Automata ACL 2019 Sharp Restricted Isometry Bounds for the Inexistence of Spurious Local Minima in Nonconvex Matrix Recovery JMLR 2019 Sharp Theoretical Analysis for Nonparametric Testing under Random Projection COLT 2019 Shielded Base Contraction (Extended Abstract) IJCAI 2019 Single Image Deraining: A Comprehensive Benchmark Analysis CVPR 2019 Small nonlinearities in activation functions create bad local minima in neural networks ICLR 2019 Solving Interpretable Kernel Dimensionality Reduction NeurIPS 2019 SPONGE: A generalized eigenproblem for clustering signed networks AISTATS 2019 Stable Recurrent Models ICLR 2019 Statistical-Computational Tradeoff in Single Index Models NeurIPS 2019 Statistical Foundations of Virtual Democracy ICML 2019 Strategy Logic with Simple Goals: Tractable Reasoning about Strategies IJCAI 2019 Studying Summarization Evaluation Metrics in the Appropriate Scoring Range ACL 2019 Subsampled Renyi Differential Privacy and Analytical Moments Accountant AISTATS 2019 Testing a Minimalist Grammar Parser on Italian Relative Clause Asymmetries NAACL 2019 The advantages of multiple classes for reducing overfitting from test set reuse ICML 2019 The Complexity of Model Checking Knowledge and Time IJCAI 2019 The Geometry of Deep Networks: Power Diagram Subdivision NeurIPS 2019 The Goldilocks Zone: Towards Better Understanding of Neural Network Loss Landscapes AAAI 2019 The implicit bias of gradient descent on nonseparable data COLT 2019 The Landscape of Non-convex Empirical Risk with Degenerate Population Risk NeurIPS 2019 The Quest For "Always-On" Autonomous Mobile Robots IJCAI 2019