#adaptive inference
topicadaptive inference
3 papers · 1 filter
cs.CV2026
Beacon: Knowing When and How to Perform Agentic Visual Reasoning
Qixun Wang, Yang Shi, Letian Cheng +11
The paper introduces Beacon, an agentic visual reasoning system that learns when to invoke external tools and how to use them effectively, improving multimodal large language model…
cs.AI2026
SVR: Self-Verifying Refinement via Joint Verdict-Confidence Reinforcement Learning for Adaptive Test-Time Compute
Hongyu Chen, Liang Lin, Guangrun Wang
The paper proposes Self‑Verifying Refinement (SVR), a reinforcement‑learning framework that lets language models decide when to stop refining answers by using their own correctness…
cs.LG2026
Adaptive Time Series Reasoning via Segment Selection
Shvat Messica, Jiawen Zhang, Kevin Li +2
The paper presents ARTIST, a model that adaptively selects informative temporal segments of a time series to answer natural‑language questions, using a controller‑reasoner architec…