Classification

On the Minimax Regret for Contextual Linear Bandits and Multi-Armed Bandits with Expert Advice NeurIPS 2024 On the Power of Decision Trees in Auto-Regressive Language Modeling NeurIPS 2024 On the Relationship between Truth and Political Bias in Language Models EMNLP 2024 On the sample complexity of parameter estimation in logistic regression with normal design COLT 2024 On the Target-kernel Alignment: a Unified Analysis with Kernel Complexity NeurIPS 2024 On the Way to Gentle AI Counselor: Politeness Cause Elicitation and Intensity Tagging in Code-mixed Hinglish Conversations for Social Good NAACL 2024 On Truthing Issues in Supervised Classification JMLR 2024 Open Problem: Can Local Regularization Learn All Multiclass Problems? COLT 2024 Open-Set Facial Expression Recognition AAAI 2024 Open-Set Semi-Supervised Text Classification via Adversarial Disagreement Maximization ACL 2024 Open-Vocabulary Calibration for Fine-tuned CLIP ICML 2024 Open-Vocabulary Segmentation with Semantic-Assisted Calibration CVPR 2024 Optimal and efficient text counterfactuals using Graph Neural Networks EMNLP 2024 Optimal Batched Best Arm Identification NeurIPS 2024 Optimal Classification under Performative Distribution Shift NeurIPS 2024 Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks ICML 2024 Optimal Locally Private Nonparametric Classification with Public Data JMLR 2024 Optimal Multiclass U-Calibration Error and Beyond NeurIPS 2024 Optimal Sparse Survival Trees AISTATS 2024 Optimal Survival Trees: A Dynamic Programming Approach AAAI 2024 Optimal Weighted Random Forests JMLR 2024 Optimistic Rates for Learning from Label Proportions COLT 2024 Optimistic Search: Change Point Estimation for Large-scale Data via Adaptive Logarithmic Queries JMLR 2024 Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning NeurIPS 2024 Optimizing Automatic Speech Assessment: W-RankSim Regularization and Hybrid Feature Fusion Strategies Interspeech 2024