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Ishan Budhiraja

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#graph neural networks Book Open access Nov 2026

Federated Transfer Learning with Attentional Graph Neural Networks for Zero-Day IoT Botnet Detection and Secure Edge Orchestration

Internet of Things (IoT) devices are increasingly appearing in a wide variety of edge environments, and these environments have become cybersecurity hot spots due to the increased vulnerability of them to sophisticated Zero-Day botnets propagation and Distributed Denial-of-Service (DDoS) attacks. However, traditional c...

Ajay Kumar, Shaktiyavesh Nandan Pratap Singh, S. Kumari et al. · 0 citations
Book Open access Oct 2026

Poster: Secrecy rate analysis of RIS-assisted UAV networks using DDQN Network

Physical layer security (PLS) is a critical research challenge in unmanned aerial vehicle (UAV)-assisted wireless networks due to the intrinsic vulnerability of a UAV's line of sight (LoS) to eavesdroppers' attacks. In this paper, a Double Deep Q-Network (DDQN) network model is proposed to optimize the UAV trajectory f...

Laxmi, Vipul Dixit, Ishan Budhiraja et al. · 0 citations
Open access Aug 2026

Quantum Federated Reinforcement Learning‐Based Traffic Offloading and Resource Allocation for RSMA‐Enabled Space–Air–Ground Integrated Networks

A Quantum Federated Reinforcement Learning (QFRL)‐based traffic offloading framework for RSMA‐enabled SAGINs is proposed, allowing distributed small cells to jointly optimize traffic offloading ratios, bandwidth allocation, RSMA power distribution, and UAV trajectory planning while satisfying stringent delay and reliab...

Ishan Budhiraja, Abhay Bansal, B. Unhelkar et al. · 0 citations
Conference Jul 2026

Quantum Enhanced DDPG for Joint Power Spectrum Allocation in D2D-NOMA

Power spectrum allocation in Device to Device (D2D) communication using Non-Orthogonal Multiple Access (NOMA) presents a challenging optimization problem due to subchannel pairing, continuous power control, and Successive Interference Cancellation (SIC) ordering. These interdependent parameters result in a mixed-intege...

Haneef Khan, Ishan Budhiraja, A. Srivastava · 0 citations

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