On the Sample Complexity of Active Learning with Membership Queries

arXiv:2609.27241 · stat.ML, cs.LG, math.ST, stat.TH · Submitted 2026-09-23 · Read on arXiv

stat.ML, cs.LG, math.ST, stat.TH

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Active Learning — 42× in this paper · explained in 6 episodes
• Sample Complexity — 22× in this paper · explained in 15 episodes
• Query Complexity — 7× in this paper · explained in 2 episodes
• VC Dimension — 4× in this paper · explained in 2 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Generalization — 3× in this paper · explained in 13 episodes
• Homogeneity — 2× in this paper · explained in 2 episodes
• Active Learning Strategy — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Annual Symposium on Foundations of Computer Science — 1× in this paper

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