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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

R. Chaturvedi

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Review Open access Sep 2026

GAN-Augmented Intrusion Detection: A Feature-Wise Attention MLP Framework for Imbalanced Network Traffic

A GAN-Augmented Attention-Enhanced MLP intrusion detection system that uses Wasserstein Generative Adversarial Networks with Gradient Penalty to generate synthetic minority attacks that look real and is well suited for real-time intrusion detection and also for imbalanced network systems.

Osha Shukla, Annu Mishra, Mohd Dilshad Ansari et al. · 0 citations
Open access 2026

HEbdMIA: Lightweight Logit Encryption for Membership Inference Defense

HEbdMIA is a lightweight homomorphic encryption-based defense that operates at the post-inference stage by encrypting model output logits without requiring retraining or architectural modifications, indicating that HEbdMIA provides an effective, scalable, and deployment-friendly solution for enhancing privacy in real-w...

Akash Shah, M. A. Wani, R. Chaturvedi et al. · 0 citations

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