Controlling Polar Exposure to Delay Memorization in Diffusion Models

arXiv:2610.02780 · cs.LG · Submitted 2026-10-02 · Read on arXiv

cs.LG

Submitted: 2026-10-02

Updated: 2026-10-02

Terminology

• Diffusion Model — 1× in this paper · explained in 9 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes

Sources

• Diffusion Models Preferentially Memorize Prototypical Examples or: Why Does My Diffusion Model Love Slop?
• MiMuon: Mixed Muon Optimizer with Improved Generalization for Large Models
• Improving Generalization Performance by Switching from Adam to SGD
• Muon is Scalable for LLM Training
• Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less
• Muon Optimizer Accelerates Grokking

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