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Learning Theory

5,312 papers

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Papers

Finding Dataset Shortcuts with Grammar Induction EMNLP 2022
RobustLR: A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive Reasoners EMNLP 2022
CTL++: Evaluating Generalization on Never-Seen Compositional Patterns of Known Functions, and Compatibility of Neural Representations EMNLP 2022
The “Problem” of Human Label Variation: On Ground Truth in Data, Modeling and Evaluation EMNLP 2022
When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systems EMNLP 2022
Predicting Fine-Tuning Performance with Probing EMNLP 2022
A Few More Examples May Be Worth Billions of Parameters EMNLP 2022
Transformer Language Models without Positional Encodings Still Learn Positional Information EMNLP 2022
The Effects of Corpus Choice and Morphosyntax on Multilingual Space Induction EMNLP 2022
Generalization Differences between End-to-End and Neuro-Symbolic Vision-Language Reasoning Systems EMNLP 2022
Improving Generalization of Pre-trained Language Models via Stochastic Weight Averaging EMNLP 2022
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation EMNLP 2022
Finding Memo: Extractive Memorization in Constrained Sequence Generation Tasks EMNLP 2022
CrisisLTLSum: A Benchmark for Local Crisis Event Timeline Extraction and Summarization EMNLP 2022
Data Cartography for Low-Resource Neural Machine Translation EMNLP 2022
On reporting scores and agreement for error annotation tasks EMNLP 2022
Extracting Operator Trees from Model Embeddings EMNLP 2022
An Initial Alignment between Neural Network and Target is Needed for Gradient Descent to Learn ICML 2022
Understanding the unstable convergence of gradient descent ICML 2022
Towards Understanding Sharpness-Aware Minimization ICML 2022
Asymptotically-Optimal Gaussian Bandits with Side Observations ICML 2022
Congested Bandits: Optimal Routing via Short-term Resets ICML 2022
H-Consistency Bounds for Surrogate Loss Minimizers ICML 2022
Stability Based Generalization Bounds for Exponential Family Langevin Dynamics ICML 2022
Data Scaling Laws in NMT: The Effect of Noise and Architecture ICML 2022