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Towards a compositional semantics for quantitative confidence assessment in assu

BACKGROUND
2 SIGNALSFIRST DETECTED 23 May 2026
Narrative synthesis pending — 2 signals collected.
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23 May
23 May
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31 Jul
Towards Trustworthy Embodied Intelligence: A Systems Framework and Graded Trustworthiness Levels

arXiv:2607.26121v1 Announce Type: cross Abstract: Embodied intelligence integrates learned perception and decision making with real-time computation, control, and physical

REPORT · WHAT · ArXiv CS.AIOPEN STORY
6 Oct
Proxy Confidence: Auditing Black-Box LLM Agents with a Surrogate's Log-Probabilities

arXiv:2610.03894v1 Announce Type: new Abstract: A deployed LLM agent emits tool calls, queries, and code that can be silently wrong -- by the time the error surfaces, the action

REPORT · WHAT · ArXiv CS.AIOPEN STORY
23 Jun
Confidence Laundering in Agent Systems: Why Uncertainty Needs a Latent Carrier

arXiv:2606.20662v1 Announce Type: new Abstract: Modern agent systems can turn uncertainty into overconfidence. Fragile upstream decisions are often exposed to downstream

REPORT · WHAT · ArXiv CS.AIOPEN STORY
25 Jun
Confidence Sequences for Online Statistical Model Checking of Markov Decision Processes

arXiv:2606.25797v1 Announce Type: new Abstract: Markov decision processes (MDPs) are a classic model of decision making under uncertainty, exhibiting both non-deterministic choice

REPORT · WHEN · ArXiv CS.AIOPEN STORY
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