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Learning Theory

5,334 papers

Papers per year

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466
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Papers

How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG IJCNLP 2019
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives IJCNLP 2019
Quantity doesn’t buy quality syntax with neural language models IJCNLP 2019
Adversarial Removal of Demographic Attributes Revisited IJCNLP 2019
Understanding and Visualizing Raw Waveform-Based CNNs INTERSPEECH 2019
Empirical Evaluation of Sequence-to-Sequence Models for Word Discovery in Low-Resource Settings INTERSPEECH 2019
Towards Debugging Deep Neural Networks by Generating Speech Utterances INTERSPEECH 2019
Forward-Backward Selection with Early Dropping JMLR 2019
An Approach to One-Bit Compressed Sensing Based on Probably Approximately Correct Learning Theory JMLR 2019
Train and Test Tightness of LP Relaxations in Structured Prediction JMLR 2019
Approximations of the Restless Bandit Problem JMLR 2019
Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional Representations JMLR 2019
The Relationship Between Agnostic Selective Classification, Active Learning and the Disagreement Coefficient JMLR 2019
Boosted Kernel Ridge Regression: Optimal Learning Rates and Early Stopping JMLR 2019
Nearly-tight VC-dimension and Pseudodimension Bounds for Piecewise Linear Neural Networks JMLR 2019
Learnability of Solutions to Conjunctive Queries JMLR 2019
Tight Lower Bounds on the VC-dimension of Geometric Set Systems JMLR 2019
On the optimality of the Hedge algorithm in the stochastic regime JMLR 2019
Model Selection via the VC Dimension JMLR 2019
Best Arm Identification for Contaminated Bandits JMLR 2019
Simultaneous Private Learning of Multiple Concepts JMLR 2019
Optimal Transport: Fast Probabilistic Approximation with Exact Solvers JMLR 2019
Convergence of Gaussian Belief Propagation Under General Pairwise Factorization: Connecting Gaussian MRF with Pairwise Linear Gaussian Model JMLR 2019
Characterizing the Sample Complexity of Pure Private Learners JMLR 2019
On Asymptotic and Finite-Time Optimality of Bayesian Predictors JMLR 2019