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generative ai

2,720 papers

#generative ai Sep 2026

KirchhoffNet: End-to-End Analog Circuit Acceleration for ODE-Based Neural Networks

This article introduces KirchhoffNet, a novel class of neural network models inspired by the principles of analog electronic circuitry, specifically Kirchhoff’s laws. KirchhoffNet operates as an analog circuit, where the network input is represented by initial node voltages, and the output corresponds to the node volta...

Su Zheng, Zhengqi Gao, Fan-Keng Sun et al. · 0 citations
#generative ai Open access Aug 2026

Strengthening financial system stability through Artificial Intelligence Enabled Risk Surveillance, Crisis Detection and Strategic Resilience

The paper discusses a dynamic stress test using Generative Adversarial Networks (GANs), answers key questions in the context of Explainable AI (XAI) and data privacy, and offers a recommended course of action in implementing and standardised RegTech/SupTech systems to transition regulatory control to an active and proa...

Elizabeth Ope, Yejide R. Alli, Ifeoluwa A. Ojo et al. · 0 citations
#generative ai Book Open access Sep 2026

Learning AI Fundamentals

It is proposed that information theory and Bayesian statistics deserve greater emphasis in the curriculum than they currently receive, that the everyday experience of end-user programming is a more honest starting point than the rhetoric of conversational “agents,” and that the proper aim of AI education is to form cri...

Alan F. Blackwell · 0 citations
#generative ai Book Open access Sep 2026

DevJourney - A Dynamic AI-Based Educational Game For Aspiring Software Engineers

DevJourney is presented, a Generative AI-powered educational game that supports experiential and adaptive learning and highlights the potential of AI-enhanced game-based learning to strengthen software engineering education and better prepare students for industry practice.

Wan Faiz Wan Azman, Aurora Constantin, G. Imperatore · 0 citations
#generative ai Open access Aug 2026

From Human-Guided to Generative Knowledge Discovery: A Reflexive Human-AI Ecology Framework for the Age of Generative AI

A theory-oriented framework that integrates KDD, knowledge-creation theory, human-AI collaboration, responsible generative AI, and epistemological reflection into a single-layered ecology is proposed.

Tipawan Silwattananusarn, Pachisa Kulkanjanapiban · 0 citations
#generative ai Review Aug 2026

Machine Learning to Foundation Models: Artificial Intelligence for Nanophotonic Modeling and Scientific Discovery

This review traces the development of the field from classical machine learning and deep learning to generative models, transfer learning, transformers, and emerging foundation models, and introduces major nanophotonic platforms.

Chao-Bin Yang, Xueqing Liu, Yiqun Fu et al. · 0 citations
#generative ai Review Open access Aug 2026

Generative artificial intelligence in clinical reasoning and differential diagnosis in internal medicine.

A narrative review of the available evidence presents a narrative review of the available evidence on the effect of LLMs on diagnostic reasoning, the optimal design of clinician-LLM interaction, the appropriate timing of consultation during the clinical encounter, the safest models of clinical-AI integration, and the m...

L. Corral-Gudino, M. Ramos-Casals, M. Marcos et al. · 0 citations
#generative ai Open access Aug 2026

Responsible Generative AI Adoption in Vietnamese Higher Education: A Conceptual Framework Aligned with SDG 4

The proposed GenAI Responsible Adoption Framework for Vietnamese Higher Education (GRAV-HE) comprises four interdependent dimensions: ethical policy and AI disclosure, data governance and secure infrastructure, pedagogical transformation, and comprehensive AI literacy.

N. Dương, T. Từ, L. Dang et al. · 0 citations
#generative ai Preprint Aug 2026

MotionPhys: Detecting AI-Generated Videos via Physical Consistency of Optical-Flow Trajectories

This work introduces MotionPhys, a lightweight and interpretable framework that treats sparse motion trajectories as physical evidence rather than relying on appearance artifacts or generator-specific traces and reveals subtle motion inconsistencies that are difficult to capture with conventional visual cues and transf...

Hao He, Hao Tan, Zichang Tan et al. · 0 citations
#generative ai Preprint Aug 2026

Masking Is Not Enough: Generative Restoration for Multimodal De-Identification in Medical AI

ClinX is introduced, an end-to-end multimodal PHI sanitization framework for medical image-text data, and results show that OCR-only masking is not sufficient as a standalone solution, and restoration-based sanitization better preserves clinically relevant visual context while sharply reducing recoverable PHI.

S. Shrestha, Zongxing Xie, Chen Zhao et al. · 0 citations
#generative ai Open access Aug 2026

Design and Evaluation of an Intelligent Adaptive Learning System Using Generative Artificial Intelligence

Based on the results of all evaluations performed, it has been found that AI-based adaptive learning systems provide greater motivation, more successfully comprehend course content, and a higher level of academic performance compared to the use of traditional mobile learning apps.

Jayaprakash Sunkavalli, Nishant Kumar, Rama Krishna Yellapragada et al. · 0 citations

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MIT News · Artificial Intelligence Oct 28, 2026

3 Questions: Why infrastructure is entering a defining era

Professor Ali Jadbabaie describes how AI, digital transformation, climate change, and complex geopolitics are forcing engineers and policymakers to rethink how infrastructure is designed, built, and managed.

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