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Author

L. K. Suresh Kumar

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Conference Aug 2026

Bridging the Simulation-to-Emulation Gap in Autonomous Cyber Defence: A Hybrid PPO and LLM-Based Framework

Autonomous cyber defense has become an important research area as modern networks increase in complexity, size, and vulnerability to rapid multi-stage attacks. Although reinforcement learning shows potential for making defensive decisions, many current studies focus only on simulations. This leaves questions about how...

L. K. Suresh Kumar, Mohammed Yaseen, Ravi Uyyala et al. · 0 citations
Sep 2026

DeepFake video detection using lightweight convolutional neural networks to enhance social media security

A novel DeepFake detection technique that utilizes lightweight CNN architectures, such as MesoNet and MobileNet, coupled with an LSTM, and is subsequently fine-tuned to detect deepfakes, demonstrating notable efficiency in deepfake detection.

Padmalaya Nayak, B. Vaishnavi, L. K. Suresh Kumar · 0 citations

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