← Optimization & Theory
Machine Learning › Optimization & Theory ›

Statistical Learning

4076 directly classified papers

Papers per year

Papers

On the Optimization of Margin Distribution IJCAI 2022
Learning Mixtures of Random Utility Models with Features from Incomplete Preferences IJCAI 2022
Toward Corpus Size Requirements for Training and Evaluating Depression Risk Models Using Spoken Language INTERSPEECH 2022
How Many Representatives Do We Need? The Optimal Size of a Congress Voting on Binary Issues AAAI 2022
Calibration of Machine Reading Systems at Scale ACL 2022
Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning ACL 2022
Rethinking and Refining the Distinct Metric ACL 2022
Estimating word co-occurrence probabilities from pretrained static embeddings using a log-bilinear model ACL 2022
Behind the Mask: Demographic bias in name detection for PII masking ACL 2022
Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture Models ACL 2022
Discourse Context Predictability Effects in Hindi Word Order EMNLP 2022
Candidate Soups: Fusing Candidate Results Improves Translation Quality for Non-Autoregressive Translation EMNLP 2022
MS-COMET: More and Better Human Judgements Improve Metric Performance EMNLP 2022
Experimental Standards for Deep Learning in Natural Language Processing Research EMNLP 2022
Affective Idiosyncratic Responses to Music EMNLP 2022
Stop Measuring Calibration When Humans Disagree EMNLP 2022
Measures of Information Reflect Memorization Patterns NIPS 2022
Generalization Error Bounds on Deep Learning with Markov Datasets NIPS 2022
AgraSSt: Approximate Graph Stein Statistics for Interpretable Assessment of Implicit Graph Generators NIPS 2022
DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning NIPS 2022
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference NIPS 2022
Learning (Very) Simple Generative Models Is Hard NIPS 2022
Domain Adaptation meets Individual Fairness. And they get along. NIPS 2022
Split-kl and PAC-Bayes-split-kl Inequalities for Ternary Random Variables NIPS 2022
Statistically Meaningful Approximation: a Case Study on Approximating Turing Machines with Transformers NIPS 2022