From Pareto to Preference: Personalized Test-Time Scaling via Amortized Agentic Policy Discovery.

arXiv:2610.09684v1 Announce Type: cross Abstract: Test-time scaling (TTS) improves the reasoning capabilities of large language models by allocating additional inference computation. Existing approaches to improving TTS efficiency largely optimize accuracy aga