PRGA gates wireless intent execution with progressive evidence stages, cutting time-to-first-safe-action by 23-27% and control-plane bytes by 52-54% on 3GPP benchmarks while rejecting all stale inputs and staying within a 0.5pp unsafe-action margin.
The use of confidence or fiducial limits illustrated in the case of the binomial,
3 Pith papers cite this work. Polarity classification is still indexing.
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UNVERDICTED 3representative citing papers
A nested amplitude amplification protocol for knapsack performs partial amplification on initial variables via an Inner Iteration Finder before global GAS, reducing solution improvement costs versus baseline in simulations on large instances.
Interval-POMDP shielding supplies runtime safety guarantees for agents whose perception error rates are estimated from finite labeled data, provided the true rates fall inside the learned intervals.
citing papers explorer
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Executor-Side Progressive Risk-Gated Actuation for Agentic AI in Wireless Supervisory Control
PRGA gates wireless intent execution with progressive evidence stages, cutting time-to-first-safe-action by 23-27% and control-plane bytes by 52-54% on 3GPP benchmarks while rejecting all stale inputs and staying within a 0.5pp unsafe-action margin.
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A Nested Amplitude Amplification Protocol for the Binary Knapsack Problem
A nested amplitude amplification protocol for knapsack performs partial amplification on initial variables via an Inner Iteration Finder before global GAS, reducing solution improvement costs versus baseline in simulations on large instances.
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Interval POMDP Shielding for Imperfect-Perception Agents
Interval-POMDP shielding supplies runtime safety guarantees for agents whose perception error rates are estimated from finite labeled data, provided the true rates fall inside the learned intervals.