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Flexible Kernels for Protein Property Prediction

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Flexible Kernels for Protein Property Prediction

·9 min read·Martin Jankowiak, Yerdos Ordabayev, Rudraksh Tuwani et al.

This paper addresses the critical problem of predicting diverse protein properties, such as binding affinity and thermostability, from limited experimental data

researchprotein-property-predictiongaussian-processkernel-methodsprotein-design

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Free Parametrization of L_2-Bounded Structured State-Space Controllers for Nonlinear Control with Stability Guarantees

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Free Parametrization of L_2-Bounded Structured State-Space Controllers for Nonlinear Control with Stability Guarantees

·7 min read·Muhammad Zakwan, Leonardo Massai, Efe C. Balta et al.

This paper tackles the critical challenge in nonlinear control of designing stabilizing controllers that can optimize complex objectives without sacrificing closed-loop stability

researchnonlinear-controlstructured-state-space-modelsl2-gainrecurrent-neural-networks

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From the microscope to High Performance Computing centers, a national effort toward automated data workflows for microscopy facility users in France

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From the microscope to High Performance Computing centers, a national effort toward automated data workflows for microscopy facility users in France

·7 min read·Guillaume Gay, Théo Barnouin, Marc Mongy et al.

The paper addresses the growing challenge of managing large and complex biological microscopy data which include multidimensional, multimodal, and time-resolved images

researchbioimaging-data-managementhigh-performance-computingnational-infrastructureophthalmology-imaging

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Optimizing 2D Input Representations and Sub-phase Fusion Strategies for Differential Diagnosis of Asthma and COPD Using CNN- and GRU-Based Networks

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Optimizing 2D Input Representations and Sub-phase Fusion Strategies for Differential Diagnosis of Asthma and COPD Using CNN- and GRU-Based Networks

·7 min read·Ipek Sen, Ozgur Ozdemir, Elena Battini Sonmez

This study addresses the challenge of differential diagnosis between asthma and COPD using acoustic analysis of multi-channel pulmonary sounds

researchpulmonary-sound-classificationrespiratory-disease-diagnosisvector-auto-regressive-modelmfcc

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Piper — A Programmable Distributed Training System

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Piper — A Programmable Distributed Training System

·8 min read·Megan Frisella, Shubham Tiwari, Andy Ruan et al.

Piper addresses the complexity and inflexibility in current large-scale distributed training systems that combine multiple parallelism strategies (data, pipeline, expert, tensor parallelism) and me…

researchdistributed-trainingparallelism-schedulinglarge-scale-mlpipeline-parallelism

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Pre-Fault Voltage Discrimination and Time-Domain Protection for Distribution Networks with Inverter-Based Resources

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Pre-Fault Voltage Discrimination and Time-Domain Protection for Distribution Networks with Inverter-Based Resources

·9 min read·Junyuan Zhao, François Bouffard, Géza Joós

This paper addresses the challenge of fault detection in distribution networks increasingly penetrated by inverter-based resources (IBRs), which produce low short-circuit fault currents that underm…

researchdistribution-protectioninverter-based-resourcestime-domain-relaytraveling-wave-detection

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