Theory

Universal discrete-time reservoir computers with stochastic inputs and linear readouts using non-homogeneous state-affine systems JMLR 2018 Using Inherent Structures to design Lean 2-layer RBMs ICML 2018 Using J-K-fold Cross Validation To Reduce Variance When Tuning NLP Models COLING 2018 Variance-Aware Regret Bounds for Undiscounted Reinforcement Learning in MDPs ALT 2018 What you can cram into a single $&!#* vector: Probing sentence embeddings for linguistic properties ACL 2018 When data permutations are pathological: the case of neural natural language inference EMNLP 2018 When do random forests fail? NeurIPS 2018 Why does PairDiff work? - A Mathematical Analysis of Bilinear Relational Compositional Operators for Analogy Detection COLING 2018 Yes, but Did It Work?: Evaluating Variational Inference ICML 2018 A causal framework for explaining the predictions of black-box sequence-to-sequence models EMNLP 2017 A Clever Elimination Strategy for Efficient Minimal Solvers CVPR 2017 A Closer Look at Memorization in Deep Networks ICML 2017 A graph-theoretic approach to multitasking NeurIPS 2017 Algorithmic Stability and Hypothesis Complexity ICML 2017 ALICE: Towards Understanding Adversarial Learning for Joint Distribution Matching NeurIPS 2017 A Lower Bound on the Partition Function of Attractive Graphical Models in the Continuous Case AISTATS 2017 An Adaptive Test of Independence with Analytic Kernel Embeddings ICML 2017 Analytical Guarantees on Numerical Precision of Deep Neural Networks ICML 2017 A New Theory for Matrix Completion NeurIPS 2017 An Exact Penalty Method for Locally Convergent Maximum Consensus CVPR 2017 A Novel Symbolic Approach to Verifying Epistemic Properties of Programs IJCAI 2017 Approximation Bounds for Hierarchical Clustering: Average Linkage, Bisecting K-means, and Local Search NeurIPS 2017 Argument Mining with Structured SVMs and RNNs ACL 2017 A Spectral Algorithm for Inference in Hidden semi-Markov Models JMLR 2017 A Study of Unrestricted Abstract Argumentation Frameworks IJCAI 2017