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"Schwarz Information Criterion Based Thompson Sampling for Dynamic Spec" by Ming He, Ming Jin et al.

The listen before talk (LBT) mechanism is often used in dynamic spectrum access (DSA) schemes, which requires secondary users (SUs) to perform spectrum sensing before accessing a channel so as to avoid transmission collisions with primary users (PUs). In the scenario of DSA with multiple PU channels, channel sensing order according to the idle probabilities of PU channels is important for SUs to improve the spectrum efficiency. However, conventional DSA schemes are sluggish in updating the estimates of idle probabilities sequentially, which hinders their application in highly dynamic channels (with time-varying idle probabilities). To overcome this issue, we propose a change detection algorithm with a binary hypothesis testing of Schwarz Information Criterion (SIC), and present an SIC based Thompson Sampling Algorithm (SIC-TSA) to promptly update the estimates of idle probabilities. Moreover, the collision probabilities among SUs are analyzed. Numerical results are provided to show tha ....

Schwarz Information Criterion , Thompson Sampling Algorithm , Channel Estimation , Dynamic Spectrum Access , On Stationary Environment , Reinforcement Learning , Schwarz Information Criterion , Hompson Sampling , Wireless Communication , Wireless Sensor Networks ,

Scientists code ChatGPT to design new medicine

Scientists code ChatGPT to design new medicine
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Chapman University , United States , Cyril Rakovski , Dony Ang , Hagop Atamian , Chapman University In Orange , Schmid College Of Science , Schmid College , Novo Drug Design , Transformer Based Machine Translation , Reinforcement Learning , Adaptive Monte Carlo Tree Search , Decoder Transformer , Monte Carlo Tree ,

Chapman Scientists Use ChatGPT to Develop New Medicine

Chapman Scientists Use ChatGPT to Develop New Medicine
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United States , Chapman University , Dony Ang , Cyril Rakovski , Hagop Atamian , Schmid College Of Science , Chapman University In Orange , Schmid College , Novo Drug Design , Transformer Based Machine Translation , Reinforcement Learning , Adaptive Monte Carlo Tree Search , Decoder Transformer , Monte Carlo Tree ,

Microsoft Azure: The Hidden Insights Beneath The Surface (NASDAQ:MSFT)

Microsoft Azure: The Hidden Insights Beneath The Surface (NASDAQ:MSFT)
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Las Vegas , United States , Ethan Miller Getty , Amy Hood , Satya Nadella , Microsoft Corporation , Las Vegas Hosts Annual , Microsoft Azure , Microsoft Fabric , Earnings Call , Google Cloud , Reinforcement Learning , Intelligent Cloud , Microsoft Intelligent Cloud , Google Workspace , Business Processe , Business Processes ,

Generative AI Should Be Developed and Deployed Responsibly at Every Level for Everyone

Generative AI Should Be Developed and Deployed Responsibly at Every Level for Everyone
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White House , District Of Columbia , United States , Elon Musk , Facebook Meta , Ben Olinksy , Joe Biden , Facebook Cambridge Analytica , Alondra Nelson , Cambridge Analytica , Steve Bonitatibus , Google Bard , Dave Wilner , Youtube Community Guidelines , Us Artificial Intelligence Safety Institute , European Union , Lawyer Committee For Civil Rights Under Law , National Institute Of Standards , Meta Transparency Center , Trustworthy Development , Azure Openai Service , Microsoft Azure Openai Service , Apple App , Microsoft Office , Big Tech , National Institute ,