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Learning Theory

5312 directly classified papers

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Papers

Probing for Hyperbole in Pre-Trained Language Models ACL 2023
Rethinking Document-Level Relation Extraction: A Reality Check ACL 2023
Are Sample-Efficient NLP Models More Robust? ACL 2023
Scaling Laws for BERT in Low-Resource Settings ACL 2023
Idioms, Probing and Dangerous Things: Towards Structural Probing for Idiomaticity in Vector Space EACL 2023
Quantifying Context Mixing in Transformers EACL 2023
BLM-AgrF: A New French Benchmark to Investigate Generalization of Agreement in Neural Networks EACL 2023
A Survey of MWE Identification Experiments: The Devil is in the Details EACL 2023
LongEval: Guidelines for Human Evaluation of Faithfulness in Long-form Summarization EACL 2023
What functions can Graph Neural Networks compute on random graphs? The role of Positional Encoding NIPS 2023
Do Deep Neural Networks Capture Compositionality in Arithmetic Reasoning? EACL 2023
Learning to Generate Equitable Text in Dialogue from Biased Training Data ACL 2023
Regret Guarantees for Online Deep Control L4DC 2023
Best arm identification in rare events UAI 2023
ReCode: Robustness Evaluation of Code Generation Models ACL 2023
Sharp Variance-Dependent Bounds in Reinforcement Learning: Best of Both Worlds in Stochastic and Deterministic Environments ICML 2023
Horizon-Free and Variance-Dependent Reinforcement Learning for Latent Markov Decision Processes ICML 2023
Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs ICML 2023
When is Realizability Sufficient for Off-Policy Reinforcement Learning? ICML 2023
Quantifying Train-Evaluation Overlap with Nearest Neighbors ACL 2023
On the Power of Pre-training for Generalization in RL: Provable Benefits and Hardness ICML 2023
Near-Minimax-Optimal Risk-Sensitive Reinforcement Learning with CVaR ICML 2023
Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization CVPR 2023
PAC-Bayesian Offline Contextual Bandits With Guarantees ICML 2023
Off-Policy Evaluation for Large Action Spaces via Conjunct Effect Modeling ICML 2023