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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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WorldOlympiad — Can Your World Model Survive a Triathlon?

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WorldOlympiad — Can Your World Model Survive a Triathlon?

·8 min read·Yuke Zhao, Wangbo Zhao, Weijie Wang et al.

WorldOlympiad introduces a comprehensive benchmark to evaluate video-based world models across three critical dimensions — physical faithfulness, geometric consistency, and interaction fidelity

researchvideo-world-modelslong-video-generationphysical-consistency3d-geometric-consistency

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