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Author

Irfan Siddavatam

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Open access 2026

Real-Time Adversarial Defense via Buffer-Aware Reinforcement Learning

Real-time systems built on deep neural networks cannot afford a single, fixed adversarial defense: maximal purification of every input exceeds latency and compute budgets, while no defense leaves the system exposed. We present ATDS-BARL, an Adaptive Tiered Defense System in which a Proximal Policy Optimization (PPO) ag...

Anushka Chavan, Irfan Siddavatam, Ashwini Dalvi et al. · 0 citations
Conference Aug 2026

BEAD: A Benford-Entropic Anomaly Detector for Mimicry-Resistant Intrusion Detection in Encrypted Network Traffic

Current intrusion detection systems lack the ability to monitor TLS-encrypted data which now constitutes most enterprise network traffic yet they need to identify malicious activities that differ from normal operations. The statistical detectors which use Benford's Law to track leading-digit frequencies provide non-dep...

Anuprita S. Korde, Irfan Siddavatam · 0 citations

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