Original Research
Published
Diffusion-augmented contrastive learning for diabetic retinopathy severity classification
Ali Abidalkareem · Ali K. Ibrahim · Hanqi Zhuang
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1932259
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Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 22 articles
Original Research
Published
Boundary-aware geometric Mamba network for breast tumor segmentation in 3D MRI
Zhejun Kuang · Yuxuan Zhu · Dawen Sun · Jian Zhao
Frontiers in Oncology
doi 10.3389/fonc.2026.1972153
Original Research
Published
A robust adversarial learning framework for EEG emotion recognition
Hao Yang · Li Chen · Jianyong Gao · Junqiang Zhang · Jianfeng Zhang
Frontiers in Neurology
doi 10.3389/fneur.2026.1951986
Review
Published
Transformers for fMRI analysis: from spatiotemporal modeling to brain foundation models
Xiaomin Yang · Yue Li · Xue Zhang · Bocheng Wang
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1869687
Original Research
Published
Semi-supervised Bayesian deep clustering with uncertainty-guided representation and robustness
S. Krishnamoorthy · B. Jaganathan
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1935933
Original Research
Published
Improving performance in SNN-based deep reinforcement learning via transition-aware embeddings
Hiroto Takigasaki · Takahiro Iwata · Seankein Yoshioka · Daisuke Miki
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1929177
Original Research
Published
Affordance-based robot manipulation with flow matching
Fan Zhang · Michael Gienger
Frontiers in Robotics and AI
doi 10.3389/frobt.2026.1906861
Original Research
Published
Locality and weight sharing shape Hebbian principal-component learning in biologically constrained visual models
Patrick Inoue · Florian Röhrbein · Andreas Knoblauch
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1943064
Original Research
Published
A transformer-FSL-GAN framework for multiclass water quality classification under limited data conditions
Ashikur Rahman · Gwo Chin Chung · Yin Hoe Ng
Frontiers in Water
doi 10.3389/frwa.2026.1902772
Original Research
Published
Linearly constrained multi-representation domain generalization for unseen-bearing RUL prediction
Zhuoheng Dai · Lei Jiang · Liang Peng · Yingna Chen
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1833609
Mini Review
Published
Bridging the edge–cloud gap: adaptive AI for robust image and audio wildlife monitoring
Delia Velasco-Montero · Jorge Fernández-Berni · Rajesh Sankaran · Javier Bustamante · Peter Beckman
Frontiers in Conservation Science
doi 10.3389/fcosc.2026.1837914
Review
Published
A survey of LLMs in drug discovery and precision medicine
Hasi Hays · William J. Richardson
Frontiers in Drug Discovery
doi 10.3389/fddsv.2026.1854899
Original Research
Published
A generalized supervised contrastive learning framework for integrative multi-omics prediction models
Sen Yang · Shidan Wang · Yiqing Wang · Ruichen Rong · Bo Li · Andrew Y. Koh · Guanghua Xiao · Qiwei Li · Dajiang Liu · Xiaowei Zhan
Frontiers in Microbiomes
doi 10.3389/frmbi.2026.1825540
Mini Review
Published
Representational recoding and capacity limits: a conceptual reinterpretation of Sidney Smith’s experiment
Mikhail Inyushin
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1878543
Original Research
Published
AgriFusionNet: a context-aware multimodal leaf disease diagnosis and classification system for sustainable plant health monitoring
Vanmathi C · Nischitha N Shetty · Mangayarkarasi Ramaiah · Selvamuthukumaran T · Sowbiya Muneer · Vijayalakshmi Shankar
Frontiers in Fungal Biology
doi 10.3389/ffunb.2026.1779786
Review
Published
Beyond static biomarkers: systems biology and AI for decoding cancer dynamics
Subhajit Dutta · Anjana Goli
Frontiers in Systems Biology
doi 10.3389/fsysb.2026.1855016
Original Research
Published
Learning robust and generalizable bimanual skills: a spatiotemporal causal hierarchical diffusion framework with attention anti-interference
Xukun Liu · Fengjuan Xie · Zhenyu Liu · Guangning Li · Shenggang Wei · Kai Xu · Aifeng Liu
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1849143
Original Research
Published
InvZW: invariant feature learning via noise-adversarial training for robust image zero-watermarking
Abdullah All Tanvir · Frank Y. Shih · Xin Zhong
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1812987
Review
Published
Physiological sensing for situational awareness: a theory-driven integrative review of multimodal and unsupervised approaches for visual search and human–autonomy teaming
Hicham Sekkati · Timothy Lam · Jean-Francois Lapointe · Luc Belliveau · Sebin Im
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1797540
Original Research
Published
Enhancing dementia and cognitive decline detection with large language models and speech representation learning
Karol Chlasta · Piotr Struzik · Grzegorz M. Wójcik
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1679664
Imaging
Published
Intra-video positive pairs in self-supervised learning for ultrasound
Blake VanBerlo · Alexander Wong · Jesse Hoey · Robert Arntfield
Frontiers in Imaging
doi 10.3389/fimag.2024.1416114
Imaging
Published
Self-supervised representation learning of filtration barrier in kidney
German Sergei · David Unnersjö-Jess · Linus Butt · Thomas Benzing · Katarzyna Bozek
Frontiers in Imaging
doi 10.3389/fimag.2024.1339770