ATEST: Adaptive Resource-Aware Test-Time Scaling for LLM Inference.

arXiv:2610.25519v1 Announce Type: cross Abstract: Test-time scaling (TTS) improves large language model (LLM) reasoning by sampling multiple answers, but fixed sampling budgets ignore both query difficulty and the changing energy cost of inference under GPU co