T. Nagai

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Reasoning & Chain-of-Thought (1)World Models & Planning (1)

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Takumi Shioda (1)Kohei Terashima (1)

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Jul 30, 2026

Takumi Shioda +2Jul 30, 2026

Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control

RFT may not be the silver bullet for VAV control, as even advanced models like GPT-5 struggle with reliable action ranking and sustained performance improvements.

Takumi Shioda, Kohei Terashima, T. Nagai

Reasoning & Chain-of-Thought World Models & Planning

T. Nagai

Research focus

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T. Nagai

Research focus

Frequent co-authors

Papers (1)