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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Kuljeet Kaur

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Conference Jul 2026

Multi-View GAN-Based Intrusion Detection with Temporal Reconstruction and Class-Aware Feature Balancing

Intrusion Detection Systems (IDS) deployed in modern networks face persistent challenges arising from severe class imbalance, latent temporal dependencies in traffic behavior, and the limitations of purely discriminative learning models. Existing deep learning-based IDS approaches typically address these issues indepen...

I. B. Sofi, Mohammed Hamza, A. Agarwal et al. · 0 citations
Conference Jul 2026

SNR-Guided Model Sizing for Differentially Private Federated Learning with LiRA Privacy Auditing

Federated Learning (FL) enables distributed training while keeping data local, but exchanged model updates can leak information through membership inference attacks. Differential privacy mitigates this risk via noise injection; however, aggressive DP regimes with strong noise can destabilize large models. An SNR-guided...

Mohammed Hamza, I. B. Sofi, Kuljeet Kaur et al. · 0 citations

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