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Learning Theory

5,334 papers

Papers per year

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Papers

Understanding the Effect of Bias in Deep Anomaly Detection IJCAI 2021
Rethink the Connections among Generalization, Memorization, and the Spectral Bias of DNNs IJCAI 2021
On the Parameterized Complexity of Polytree Learning IJCAI 2021
A Comparative Survey: Benchmarking for Pool-based Active Learning IJCAI 2021
On the Learnability of Knowledge in Multi-Agent Logics IJCAI 2021
Examining the Inductive Bias of Neural Language Models with Artificial Languages IJCNLP 2021
Do Context-Aware Translation Models Pay the Right Attention? IJCNLP 2021
What Context Features Can Transformer Language Models Use? IJCNLP 2021
Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models IJCNLP 2021
Meta-Learning to Compositionally Generalize IJCNLP 2021
Revisiting the Negative Data of Distantly Supervised Relation Extraction IJCNLP 2021
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution IJCNLP 2021
Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning IJCNLP 2021
Improving Compositional Generalization in Classification Tasks via Structure Annotations IJCNLP 2021
DuReader_robust: A Chinese Dataset Towards Evaluating Robustness and Generalization of Machine Reading Comprehension in Real-World Applications IJCNLP 2021
Observing the Learning Curve of NMT Systems With Regard to Linguistic Phenomena IJCNLP 2021
Mode recovery in neural autoregressive sequence modeling IJCNLP 2021
Domain Generalization by Marginal Transfer Learning JMLR 2021
Regulating Greed Over Time in Multi-Armed Bandits JMLR 2021
Simple and Fast Algorithms for Interactive Machine Learning with Random Counter-examples JMLR 2021
Tsallis-INF: An Optimal Algorithm for Stochastic and Adversarial Bandits JMLR 2021
Predictive Learning on Hidden Tree-Structured Ising Models JMLR 2021
Prediction against a limited adversary JMLR 2021
Analyzing the discrepancy principle for kernelized spectral filter learning algorithms JMLR 2021
Statistical Query Lower Bounds for Tensor PCA JMLR 2021