Search:
Match:
2 results
Research#Spectrum🔬 ResearchAnalyzed: Jan 10, 2026 09:48

AI for Stable Spectrum Sharing: A Distributed Learning Approach

Published:Dec 19, 2025 01:43
1 min read
ArXiv

Analysis

This ArXiv article likely presents a novel approach to spectrum sharing using distributed learning, specifically addressing the challenges of Markovian restless bandits in interference graphs. The research probably focuses on improving the stability and efficiency of wireless communication by optimizing spectrum allocation.
Reference

“The article's context suggests the research focuses on distributed learning within the framework of Markovian restless bandits and interference graphs.”

PermalinkArXiv
Research#Bandits🔬 ResearchAnalyzed: Jan 10, 2026 10:36

Self-Driving Microscopies: Applying Restless Bandits to Enhance Image Acquisition

Published:Dec 16, 2025 21:42
1 min read
ArXiv

Analysis

This research paper explores the application of Restless Multi-Process Multi-Armed Bandits to optimize the image acquisition process in self-driving microscopies. The paper's contribution likely lies in the novel application of a bandit algorithm to a practical problem with a focus on automation and efficiency.
Reference

“The research is published on ArXiv, indicating it's a pre-print or early-stage research.”

PermalinkArXiv