Mobile Ad Hoc Networks

Latest papers

• Learning Ad Hoc Network Dynamics via Graph-Structured World Models

  Can Karacelebi, Yusuf Talha Sahin, Elif Surer, Ertan Onur · 17 April 2026

  Ad hoc wireless networks exhibit complex, innate and coupled dynamics: node mobility, energy depletion and topology change that are difficult to model analytically. Model-free deep reinforcement learning requires sustained online interaction whereas existing model based approaches use flat state rep…

• KALAVAI: Predicting When Independent Specialist Fusion Works -- A Quantitative Model for Post-Hoc Cooperative LLM Training

  Ramchand Kumaresan · 25 March 2026

  Independently trained domain specialists can be fused post-hoc into a single model that outperforms any individual specialist, and the gain is predictable: gain = 0.82 x divergence - 2.72 (R^2 = 0.856, n=6, 3-26% divergence). This enables practitioners to estimate cooperative value before committing…

• Secure and Energy-Efficient Wireless Agentic AI Networks

  Yuanyan Song, Kezhi Wang, Xinmian Xu · 18 February 2026

  In this paper, we introduce a secure wireless agentic AI network comprising one supervisor AI agent and multiple other AI agents to provision quality of service (QoS) for users' reasoning tasks while ensuring confidentiality of private knowledge and reasoning outcomes. Specifically, the supervisor A…

• Hybrid Secure Routing in Mobile Ad-hoc Networks (MANETSs)

  Soundes Oumaima Boufaida, Abdemadjid Benmachiche, Majda Maatallah, Chaouki Chemam · 17 February 2026

  Because wireless communication is dynamic and has inherent defects, routing algorithms are crucial in the quickly evolving field of mobile ad hoc networks, or MANETs This study looks at the many security problems that MANETs encounter. These problems, which pose major risks to network performance, i…