ScaleRLT: Exact Log-Probabilities and Fast Deferred Rollouts for Reinforcement Learning on Looped Transformers

arXiv:2610.34427 · cs.LG, cs.DC · Submitted 2026-10-25 · Read on arXiv

cs.LG, cs.DC

Submitted: 2026-10-25

Updated: 2026-10-25

Terminology

• Looped Transformers — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Transformers — 1× in this paper · explained in 2 episodes

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