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Active Learning

1885 directly classified papers

Papers per year

Papers

Class-Aware Active Annotation in Federated Semi-Supervised Learning for Medical Image Classification AAAI 2026

Preference Elicitation for Step-Wise Explanations in Logic Puzzles AAAI 2026

Active Learning for Corpus Refinement: Cost-Effective Preprocessing to Improve Validity of Applied Quantitative Text Analysis EACL 2026

From Static to Active: Knowledge-Aware Node State Selection in Multi-view Graph Learning AAAI 2026

Discovery of Feasible 3D Printing Configurations for Metal Alloys via AI-Driven Adaptive Experimental Design AAAI 2026

AEGIS: Toward Expert-in-the-loop Industrial Anomaly Detection AAAI 2026

Reassessing Active Learning Adoption in Contemporary NLP: A Community Survey EACL 2026

Thesis Proposal: Measuring Prejudice at Scale EACL 2026

Active Learning with Non-Uniform Costs for African Natural Language Processing EACL 2026

Active Multi-source Domain Adaptation for Multimodal Fake News Detection AAAI 2026

Budgeted Online Active Learning with Expert Advice and Episodic Priors AAAI 2026

Active Learning for Animal Re-Identification with Ambiguity-Aware Sampling AAAI 2026

Advancing Out-of-Distribution Detection Across Diverse Scenarios AAAI 2026

Creating Generalizable Data-Driven Approaches for Biodiversity Monitoring via Acoustics AAAI 2026

Decomposition Sampling for Efficient Region Annotations in Active Learning WACV 2026

IDEAL-M3D: Instance Diversity-Enriched Active Learning for Monocular 3D Detection WACV 2026

Confidence-Calibrated Small-Large Language Model Collaboration for Cost-Efficient Reasoning EACL 2026

Active Generalized Category Discovery with Diverse LLM Feedback EACL 2026

Feedback-Aware Prompt Optimization Framework for Generating Job Postings EACL 2026

Language Model-Driven Data Pruning Enables Efficient Active Learning EACL 2026

Memorize Early, Then Query: Inlier-Memorization-Guided Active Outlier Detection AAAI 2026

Active Learning of Symbolic Automata over Rational Numbers AAAI 2026

Know Your Neighbors: Subgraph Importance Sampling for Heterophilic Graph Active Learning AAAI 2026

Prototype-Driven Active Domain Adaptation with Density Consideration AAAI 2026

Dimension-Aware Active Annotation for Aesthetic Perception via Multi-Agent Human–AI Collaboration AAAI 2026