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Supervised Learning

989 papers

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Papers

Targeted Supervised Contrastive Learning for Long-Tailed Recognition CVPR 2022
Scalable Penalized Regression for Noise Detection in Learning With Noisy Labels CVPR 2022
UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection CVPR 2022
Learning with Rejection for Abstractive Text Summarization EMNLP 2022
Stochastic Reweighted Gradient Descent ICML 2022
Dual Perspective of Label-Specific Feature Learning for Multi-Label Classification ICML 2022
Agnostic Learnability of Halfspaces via Logistic Loss ICML 2022
Being Properly Improper ICML 2022
Efficient PAC Learning from the Crowd with Pairwise Comparisons ICML 2022
Search Space Expansion for Efficient Incremental Inductive Logic Programming from Streamed Data IJCAI 2022
Systematic Evaluation of Predictive Fairness IJCNLP 2022
EmoNoBa: A Dataset for Analyzing Fine-Grained Emotions on Noisy Bangla Texts IJCNLP 2022
Local Structure Matters Most in Most Languages IJCNLP 2022
An Empirical Study of Pipeline vs. Joint approaches to Entity and Relation Extraction IJCNLP 2022
Outlier-Aware Training for Improving Group Accuracy Disparities IJCNLP 2022
Multiple Enhancements to LSTM for Learning Emotion-Salient Features in Speech Emotion Recognition INTERSPEECH 2022
Empirical Risk Minimization under Random Censorship JMLR 2022
An Improper Estimator with Optimal Excess Risk in Misspecified Density Estimation and Logistic Regression JMLR 2022
Model Averaging Is Asymptotically Better Than Model Selection For Prediction JMLR 2022
Sum of Ranked Range Loss for Supervised Learning JMLR 2022
Scalable and Efficient Hypothesis Testing with Random Forests JMLR 2022
Stable Classification JMLR 2022
Tree-Values: Selective Inference for Regression Trees JMLR 2022
ErAConD: Error Annotated Conversational Dialog Dataset for Grammatical Error Correction NAACL 2022
A Robustly Optimized BMRC for Aspect Sentiment Triplet Extraction NAACL 2022