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Original ResearchPublished 8 October 2026Matrix-free photoacoustic image reconstruction via sensor-token networksMary John · Shibili Said · Imad Barhumi · Sherzod Turaev · Mohamed YahiaFrontiers in Applied Mathematics and Statisticsdoi 10.3389/fams.2026.1952041
Original ResearchPublished 9 September 2026AdaTent++: reliability-guided hybrid test-time adaptation for traffic sign detection under distribution shiftXiaomei Gai · Meichun Wang · Yantong Guo · Shiyu Wang · Ye Li · Rui FuFrontiers in Signal Processingdoi 10.3389/frsip.2026.1842851
ReviewPublished 7 September 2026AI-driven cybersecurity for industrial internet of things: architectures, challenges, datasets, and future research directionsSiddhartha Singhal · Kakelli Anil KumarFrontiers in Big Datadoi 10.3389/fdata.2026.1938279
Original ResearchPublished 3 September 2026Linearly constrained multi-representation domain generalization for unseen-bearing RUL predictionZhuoheng Dai · Lei Jiang · Liang Peng · Yingna ChenFrontiers in Computer Sciencedoi 10.3389/fcomp.2026.1833609
Original ResearchPublished 29 July 2026FedAD: adaptive federated disentanglement for domain generalization in unlabeled medical imagingSwetha Kodhandaraman · Hemalatha K · Anandita Prabhakar · Shreyas KempapuramFrontiers in Radiologydoi 10.3389/fradi.2026.1829701
Original ResearchPublished 23 June 2026Confidence-driven adaptive time window for real-time driver fatigue detection in Level 2-3 autonomous vehicles: a multi-dataset validation studyWantong Xie · Peng XiaoFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1857548
Bird SciencePublished 1 July 2024Birds, bats and beyond: evaluating generalization in bioacoustics modelsBart van Merriënboer · Jenny Hamer · Vincent Dumoulin · Eleni Triantafillou · Tom DentonFrontiers in Bird Sciencedoi 10.3389/fbirs.2024.1369756