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Fuzzy Controller
Interpretable Adaptive Sampling for LLM Test-Time Scaling and Test-Time Compute
Interpretable adaptive sampling for LLM test-time scaling and test-time compute. A fuzzy controller uses prompt complexity and model confidence to dynamically allocate inference-time compute for efficient LLM reasoning.
Mobina Kashaniyan
Posted Aug 4, 2026
Large Language Models
,
Artificial Intelligence
,
LLM Reasoning
,
Test-Time Scaling
,
Research Summary