ATEST Framework Optimizes Test-Time Scaling for LLM Inference

ATEST introduces adaptive, resource-aware test-time scaling that adjusts sampling budgets based on query difficulty and real-time GPU energy costs. It improves reasoning efficiency by monitoring live GPU contention and step-wise energy consumption.