Optimal Rates for Learning with Monotone Adversaries

arXiv:2608.06337 · stat.ML, cs.DS, cs.LG, math.ST · Submitted 2026-08-06 · Read on arXiv

Anay Mehrotra

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

Submitted: 2026-08-06

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• VC Dimension — 43× in this paper · explained in 2 episodes
• Trace — 5× in this paper · explained in 2 episodes
• Sample Complexity — 4× in this paper · explained in 15 episodes
• Exchangeability — 3× in this paper · explained in 2 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Abstention — 1× in this paper · explained in 1 episode
• Adaptivity — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Regret — 1× in this paper · explained in 3 episodes

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