Statistical Learning

Benchmarking Reinforcement Learning Algorithms on Real-World Robots CoRL 2018 Binary Rating Estimation with Graph Side Information NeurIPS 2018 Black Box FDR ICML 2018 Bridging Languages through Images with Deep Partial Canonical Correlation Analysis ACL 2018 Bringing replication and reproduction together with generalisability in NLP: Three reproduction studies for Target Dependent Sentiment Analysis COLING 2018 Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates ICML 2018 Calibrating Noise to Variance in Adaptive Data Analysis COLT 2018 Can We Trust the Bootstrap in High-dimensions? The Case of Linear Models JMLR 2018 Card-660: Cambridge Rare Word Dataset - a Reliable Benchmark for Infrequent Word Representation Models EMNLP 2018 CatBoost: unbiased boosting with categorical features NeurIPS 2018 Chaining Mutual Information and Tightening Generalization Bounds NeurIPS 2018 Cliche Expressions in Literary and Genre Novels COLING 2018 Clustering Semi-Random Mixtures of Gaussians ICML 2018 Community Detection in Hypergraphs: Optimal Statistical Limit and Efficient Algorithms AISTATS 2018 Comparing Dynamics: Deep Neural Networks versus Glassy Systems ICML 2018 Composite Marginal Likelihood Methods for Random Utility Models ICML 2018 Concentration inequalities for empirical processes of linear time series JMLR 2018 Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information AISTATS 2018 Conditional Noise-Contrastive Estimation of Unnormalised Models ICML 2018 Connecting Distant Entities with Induction through Conditional Random Fields for Named Entity Recognition: Precursor-Induced CRF ACL 2018 Contrastive Learning from Pairwise Measurements NeurIPS 2018 Co-whitening of I-vectors for Short and Long Duration Speaker Verification Interspeech 2018 Curve Reconstruction via the Global Statistics of Natural Curves CVPR 2018 Data Amplification: A Unified and Competitive Approach to Property Estimation NeurIPS 2018 Data-dependent PAC-Bayes priors via differential privacy NeurIPS 2018