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Statistical Learning

4,117 papers

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Papers

Consistency and Finite Sample Behavior of Binary Class Probability Estimation AAAI 2021
Improved Mutual Information Estimation AAAI 2021
Learning Deep Generative Models for Queuing Systems AAAI 2021
Robustness Guarantees for Mode Estimation with an Application to Bandits AAAI 2021
DIBS: Diversity Inducing Information Bottleneck in Model Ensembles AAAI 2021
Measuring Dependence with Matrix-based Entropy Functional AAAI 2021
Outlier Impact Characterization for Time Series Data AAAI 2021
Learning Continuous High-Dimensional Models using Mutual Information and Copula Bayesian Networks AAAI 2021
Estimation of Spectral Risk Measures AAAI 2021
Bayes DistNet - A Robust Neural Network for Algorithm Runtime Distribution Predictions AAAI 2021
The Heads Hypothesis: A Unifying Statistical Approach Towards Understanding Multi-Headed Attention in BERT AAAI 2021
Simpson's Bias in NLP Training AAAI 2021
Over-MAP: Structural Attention Mechanism and Automated Semantic Segmentation Ensembled for Uncertainty Prediction AAAI 2021
Probabilistic Robustness Quantification of Neural Networks AAAI 2021
Comparing Test Sets with Item Response Theory ACL 2021
Better than Average: Paired Evaluation of NLP systems ACL 2021
Evaluation Examples are not Equally Informative: How should that change NLP Leaderboards? ACL 2021
Language Model Evaluation Beyond Perplexity ACL 2021
The statistical advantage of automatic NLG metrics at the system level ACL 2021
Replicating and Extending “Because Their Treebanks Leak”: Graph Isomorphism, Covariants, and Parser Performance ACL 2021
MT-Telescope: An interactive platform for contrastive evaluation of MT systems ACL 2021
Large-Scale English-Japanese Simultaneous Interpretation Corpus: Construction and Analyses with Sentence-Aligned Data ACL 2021
A Statistical Extension of Byte-Pair Encoding ACL 2021
Predicting the Success of Domain Adaptation in Text Similarity ACL 2021
Incorporating tone in the calculation of phonotactic probability ACL 2021