ReviewPublished 12 October 2026A review on advances in chemical compound toxicology predictionAhmed Hagag · Nada A. Elsayed · Ibrahim AbdelbakyFrontiers in Bioinformaticsdoi 10.3389/fbinf.2026.1974935
Original ResearchPublished 28 September 2026A comparative analysis of graph neural networks and classical machine learning for carbapenem-resistance prediction and genomic interpretation in Acinetobacter baumanniiIrfan Sharif Shaik · Morteza SarmadiFrontiers in Bioinformaticsdoi 10.3389/fbinf.2026.1885813
Original ResearchPublished 23 September 2026Structurally restricted message-passing within shallow architectures for explainable network-level brain decoding on small cohortsJosé Diogo Marques dos Santos · Maria Beatriz Ramos · Luís Paulo Reis · José Paulo Marques dos Santos · Bruno DireitoFrontiers in Behavioral Neurosciencedoi 10.3389/fnbeh.2026.1833995
Original ResearchPublished 20 July 2026Hybrid deep unrolling and graph neural networks for super-resolution direction-of-arrival estimation in physics-informed antenna arraysSai Vinay ThattukollaFrontiers in Antennas and Propagationdoi 10.3389/fanpr.2026.1829394
Original ResearchPublished 4 May 2026Opportunistic routing in communications networks via learnable state-augmented policiesSourajit Das · Satyajeet Das · Kirtan Gopal PandaFrontiers in Communications and Networksdoi 10.3389/frcmn.2026.1779380
Communications and NetworksPublished 29 October 2025Graph-theoretic approach to mobility-aware frequency assignment via deep Q-learningHyewon Kim · Hong-Bae Jeon · Younggun Ji · Jiyeon Park · Chan-Byoung ChaeFrontiers in Communications and Networksdoi 10.3389/frcmn.2025.1657288
Control EngineeringPublished 13 January 2023Graph neural networks for decentralized multi-agent perimeter defenseElijah S. Lee · Lifeng Zhou · Alejandro Ribeiro · Vijay KumarFrontiers in Control Engineeringdoi 10.3389/fcteg.2023.1104745
