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Learning Theory

5,312 papers

Papers per year

Papers

On the probability–quality paradox in language generation ACL 2022
Does BERT Know that the IS-A Relation Is Transitive? ACL 2022
Predicting Difficulty and Discrimination of Natural Language Questions ACL 2022
How does the pre-training objective affect what large language models learn about linguistic properties? ACL 2022
Data Contamination: From Memorization to Exploitation ACL 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models ACL 2022
Combine to Describe: Evaluating Compositional Generalization in Image Captioning ACL 2022
Does BERT really agree ? Fine-grained Analysis of Lexical Dependence on a Syntactic Task ACL 2022
Inter-annotator agreement is not the ceiling of machine learning performance: Evidence from a comprehensive set of simulations ACL 2022
Robust Product Classification with Instance-Dependent Noise ACL 2022
On the Limits of Evaluating Embodied Agent Model Generalization Using Validation Sets ACL 2022
On the Impact of Noises in Crowd-Sourced Data for Speech Translation ACL 2022
On PAC Learning Halfspaces in Non-interactive Local Privacy Model with Public Unlabeled Data ACML 2022
k-experts - Online Policies and Fundamental Limits AISTATS 2022
Multi-armed Bandit Algorithm against Strategic Replication AISTATS 2022
Finding Dynamics Preserving Adversarial Winning Tickets AISTATS 2022
Learning to Plan Variable Length Sequences of Actions with a Cascading Bandit Click Model of User Feedback AISTATS 2022
A Last Switch Dependent Analysis of Satiation and Seasonality in Bandits AISTATS 2022
Optimal Rates of (Locally) Differentially Private Heavy-tailed Multi-Armed Bandits AISTATS 2022
Online Learning for Unknown Partially Observable MDPs AISTATS 2022
Optimal Dynamic Regret in Proper Online Learning with Strongly Convex Losses and Beyond AISTATS 2022
On the Global Optimum Convergence of Momentum-based Policy Gradient AISTATS 2022
Bias-Variance Decompositions for Margin Losses AISTATS 2022
Conditionally Gaussian PAC-Bayes AISTATS 2022
An Online Learning Approach to Interpolation and Extrapolation in Domain Generalization AISTATS 2022