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Publications & Patents

Peer-reviewed papers, preprints, and awarded patents in AI/ML

7Total Publications
4Peer-Reviewed
1Patents

🏆Patents

🏆 Patent2025

Systems and Methods for Utilizing Large Language Models (LLMs) for Improving Machine Learning Models in Network and Computer Security

Aayush Kumar, Manikya B, Raimi S, Chenhui, Hanchen, Nikhil

US Patent US 2025/0119432 A1

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📚Peer-Reviewed Papers

Journal2025

HybridNet: Advancing Deepfake Detection Through Residual, SE, and Depthwise Convolutions

Aayush Kumar

IEEE Access, Vol. 13

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Conference2025

EnergyBench++: A Comprehensive Framework for Dynamic Energy–Accuracy Trade-Offs in Edge Deep Learning

Aayush Kumar

2nd ICAKMRETS Conference Proceedings

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Conference2025

Joint Policy Learning for Adaptive Early-Exit Inference in Resource-Constrained Deep Learning

Aayush Kumar

ICAI Conference Proceedings, Bangalore, India

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Journal2022

FVC-NET: An Automated Diagnosis of Pulmonary Fibrosis Progression Prediction Using Honeycombing and Deep Learning

A. Yadav, R. Saxena, A. Kumar, T. S. Walia, A. Zaguia, S. M. Kamal

Computational Intelligence and Neuroscience

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📄Preprints Under Review

Preprint2025

EdgeJury: Cross-Reviewed Small-Model Ensembles for Truthful Question Answering on Serverless Edge Inference

Aayush Kumar

arXiv

arXivDOI
Preprint2026

SkinGuardian: On-Device AI for Private, Fair, Robust, and Explainable Skin Cancer Detection

Aayush Kumar, Fahad Salim Dalwai

Research Square

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