conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Learning Theory

5,312 papers

Papers per year

Papers

KAM Theory Meets Statistical Learning Theory: Hamiltonian Neural Networks with Non-zero Training Loss AAAI 2022
Learning Influence Adoption in Heterogeneous Networks AAAI 2022
Reducing Flipping Errors in Deep Neural Networks AAAI 2022
Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win AAAI 2022
Regularized Modal Regression on Markov-Dependent Observations: A Theoretical Assessment AAAI 2022
Anytime Guarantees under Heavy-Tailed Data AAAI 2022
The Effect of Manifold Entanglement and Intrinsic Dimensionality on Learning AAAI 2022
A Computable Definition of the Spectral Bias AAAI 2022
Learning Losses for Strategic Classification AAAI 2022
Sharp Analysis of Random Fourier Features in Classification AAAI 2022
SCRIB: Set-Classifier with Class-Specific Risk Bounds for Blackbox Models AAAI 2022
Scaling Up Influence Functions AAAI 2022
Seizing Critical Learning Periods in Federated Learning AAAI 2022
Rethinking Influence Functions of Neural Networks in the Over-Parameterized Regime AAAI 2022
How Many Representatives Do We Need? The Optimal Size of a Congress Voting on Binary Issues AAAI 2022
Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness AAAI 2022
Online Search with Best-Price and Query-Based Predictions AAAI 2022
Pushing the Limits of Rule Reasoning in Transformers through Natural Language Satisfiability AAAI 2022
Understanding Stochastic Optimization Behavior at the Layer Update Level (Student Abstract) AAAI 2022
How do we get there? Evaluating transformer neural networks as cognitive models for English past tense inflection AACL 2022
Assessing Combinational Generalization of Language Models in Biased Scenarios AACL 2022
Life after BERT: What do Other Muppets Understand about Language? ACL 2022
The Trade-offs of Domain Adaptation for Neural Language Models ACL 2022
The Paradox of the Compositionality of Natural Language: A Neural Machine Translation Case Study ACL 2022
An Empirical Study of Memorization in NLP ACL 2022