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Zen Revista

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#gene editing Open access Aug 2026

Molecular Scissors With a Search Bar: A Historical Development Review of CRISPR and the Editing of the Genome

This article presents a narrative review of CRISPR and the Editing of the Genome in the context of Biology. The literature on this topic has expanded substantially over recent decades, yet it remains fragmented across subfields, methods, and national research traditions. Drawing on an interpretive synthesis of represen...

Zen Revista, 10 BIOLOGY · 0 citations
#explainable ai Open access Sep 2026

Opening the Black Box a Crack: A Historical Development Review of Explainability and Interpretability of Black-Box Models

This article presents a narrative review of Explainability and Interpretability of Black-Box Models in the context of Artificial Intelligence. The literature on this topic has expanded substantially over recent decades, yet it remains fragmented across subfields, methods, and national research traditions. Drawing on an...

Zen Revista, 10 IA · 0 citations
#explainable ai Open access Sep 2026

Opening the Black Box a Crack: A Historical Development Review of Explainability and Interpretability of Black-Box Models

This article presents a narrative review of Explainability and Interpretability of Black-Box Models in the context of Artificial Intelligence. The literature on this topic has expanded substantially over recent decades, yet it remains fragmented across subfields, methods, and national research traditions. Drawing on an...

Zen Revista, 10 IA · 0 citations
#federated learning Review Open access Aug 2026

The Decentralized Classroom: A Narrative Review of Federated Learning from Google's Keyboards to the Privacy's Frontier

Federated learning---the artificial intelligence whose subject is the decentralized classroom and whose lesson is the model's travel---moved from Dwork's 2006 differential privacy and Shokri and Shmatikov's 2015 gradients through Konečný's 2016 compression, McMahan's 2017 FedAvg, and Bonawitz's 2017 aggregation to Zhao...

Zen Revista, 10 IA · 0 citations
#federated learning Open access Sep 2026

Training Without Gathering the Data: A Historical Development Review of Federated Learning and Privacy-Preserving AI

This article presents a narrative review of Federated Learning and Privacy-Preserving AI in the context of Artificial Intelligence. The literature on this topic has expanded substantially over recent decades, yet it remains fragmented across subfields, methods, and national research traditions. Drawing on an interpreti...

Zen Revista, 10 IA · 0 citations
#federated learning Open access Sep 2026

Training Without Gathering the Data: A Historical Development Review of Federated Learning and Privacy-Preserving AI

This article presents a narrative review of Federated Learning and Privacy-Preserving AI in the context of Artificial Intelligence. The literature on this topic has expanded substantially over recent decades, yet it remains fragmented across subfields, methods, and national research traditions. Drawing on an interpreti...

Zen Revista, 10 IA · 0 citations
#edge computing Review Open access Aug 2026

Teaching Machines to See: A Narrative Review of Computer Vision from Roberts's Blocks to Convolutional Depth and Detection

Computer vision---making machines interpret images---traveled from blocks-world edge finders to deep convolutional networks matching human benchmarks, and its history is AI's most complete case of representation learning's triumph. This article presents a narrative review of the field's canonical line: Roberts's 1963 m...

Zen Revista, 10 IA · 0 citations
#edge computing Review Open access Aug 2026

Teaching Machines to See: A Narrative Review of Computer Vision from Roberts's Blocks to Convolutional Depth and Detection

Computer vision---making machines interpret images---traveled from blocks-world edge finders to deep convolutional networks matching human benchmarks, and its history is AI's most complete case of representation learning's triumph. This article presents a narrative review of the field's canonical line: Roberts's 1963 m...

Zen Revista, 10 IA · 0 citations
#federated learning Review Open access Aug 2026

Learning Where the Data Lives: A Narrative Review of Federated Learning from Differential Privacy to the Open Problems

Federated learning---training a shared model across many devices that never surrender their data---inverted machine learning's architecture: instead of data to the model, the model to the data. This article presents a narrative review of that arc's canonical line: Dwork and colleagues' 2006 differential privacy, Dwork...

Zen Revista, 10 IA · 0 citations
#federated learning Review Open access Aug 2026

Learning Where the Data Lives: A Narrative Review of Federated Learning from Differential Privacy to the Open Problems

Federated learning---training a shared model across many devices that never surrender their data---inverted machine learning's architecture: instead of data to the model, the model to the data. This article presents a narrative review of that arc's canonical line: Dwork and colleagues' 2006 differential privacy, Dwork...

Zen Revista, 10 IA · 0 citations
#diffusion models Review Open access Aug 2026

Painting with Probability: A Narrative Review of Deep Generative Models from Variational Autoencoders to Latent Diffusion

Deep generative models---neural networks that learn data's distribution and sample from it---matured from variational autoencoders' latent geometry to diffusion models' state-of-the-art images. This article presents a narrative review of that arc's canonical line: Kingma and Welling's 2013 auto-encoding variational Bay...

Zen Revista, 10 IA · 0 citations
#diffusion models Review Open access Aug 2026

The Cartography of Contagion: A Narrative Review of Medical Geography from Snow's Cholera Map to Networked Epidemics

Medical geography---the study of where disease occurs and why place matters to health---began with a map: John Snow's 1855 tracing of cholera's deaths to the Broad Street pump, the field's founding demonstration that contagion has an address. This article presents a narrative review of that arc's canonical line: Snow's...

Zen Revista, 10 GEOGRAPHY · 0 citations

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