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← Optimization & Theory
Machine Learning
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Optimization & Theory
›
Learning Theory
5,312 papers
Papers per year
2001: 1
2002: 16
2003: 16
2004: 15
2005: 17
2006: 30
2007: 32
2008: 32
2009: 34
2010: 66
2011: 76
2012: 74
2013: 94
2014: 115
2015: 123
2016: 128
2017: 185
2018: 219
2019: 390
2020: 466
2021: 640
2022: 664
2023: 799
2024: 688
2025: 307
2026: 85
Papers
How Well Do Machines Perform on IQ tests: a Comparison Study on a Large-Scale Dataset
IJCAI 2019
EntEval: A Holistic Evaluation Benchmark for Entity Representations
IJCNLP 2019
Show Your Work: Improved Reporting of Experimental Results
IJCNLP 2019
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
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