Enhancement of photoacoustic imaging systems for biomedical applications by Sharma, Arunima

“…The results demonstrated that improvement in imaging depth in breast tissue by NIR-II waves is due to the increased MPE in this region. To further enhance PA images, deep learning (DL) method was suggested to improve the out-of-focus resolution of AR-PAM systems. …”
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Efficient rare event sampling with unsupervised normalizing flows by Asghar, Solomon, Pei, Qing-Xiang, Volpe, Giorgio, Ni, Ran

“…Classical computational methods to sample rare events remain prohibitively inefficient and are bottlenecks for enhanced samplers that require prior data. Here we introduce a physics-informed machine learning framework, normalizing Flow enhanced Rare Event Sampler (FlowRES), which uses unsupervised normalizing flow neural networks to enhance Monte Carlo sampling of rare events by generating high-quality non-local Monte Carlo proposals. …”
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Deep learning and computer chess (part 2) by Lee, Zachary Varella Zheyu

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