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Active Learning

1885 directly classified papers

Papers per year

Papers

Clustering Items From Adaptively Collected Inconsistent Feedback AISTATS 2024
Optimizing Relation Extraction in Medical Texts through Active Learning: A Comparative Analysis of Trade-offs EACL 2024
Adaptive Batch Sizes for Active Learning: A Probabilistic Numerics Approach AISTATS 2024
Faster Convergence with MultiWay Preferences AISTATS 2024
Class Balancing for Efficient Active Learning in Imbalanced Datasets EACL 2024
ITAKE: Interactive Unstructured Text Annotation and Knowledge Extraction System with LLMs and ModelOps ACL 2024
Best Arm Identification with Resource Constraints AISTATS 2024
Identifying Copeland Winners in Dueling Bandits with Indifferences AISTATS 2024
Semi-supervised Active Learning for Video Action Detection AAAI 2024
Entropic Open-Set Active Learning AAAI 2024
Inconsistency-Based Data-Centric Active Open-Set Annotation AAAI 2024
When to Show a Suggestion? Integrating Human Feedback in AI-Assisted Programming AAAI 2024
An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex Annotations IJCAI 2024
Enhancing Text Classification through LLM-Driven Active Learning and Human Annotation EACL 2024
AHA: Human-Assisted Out-of-Distribution Generalization and Detection NIPS 2024
Generator Assisted Mixture of Experts for Feature Acquisition in Batch AAAI 2024
ELAD: Explanation-Guided Large Language Models Active Distillation ACL 2024
On the Fragility of Active Learners for Text Classification EMNLP 2024
Predictive Accuracy-Based Active Learning for Medical Image Segmentation IJCAI 2024
Model-Free Preference Elicitation IJCAI 2024
Few-shot Question Generation for Reading Comprehension ACL 2024
Cache & Distil: Optimising API Calls to Large Language Models ACL 2024
TLab at #SMM4H 2024: Retrieval-Augmented Generation for ADE Extraction and Normalization ACL 2024
Hide and Seek in Noise Labels: Noise-Robust Collaborative Active Learning with LLMs-Powered Assistance ACL 2024
Generalized Category Discovery with Large Language Models in the Loop ACL 2024