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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Sinem Coleri

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3 papers indexed here

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Preprint Jul 2026

Reliability- and Connectivity-Constrained Age-of-Information Optimization for UAV Swarm IoT Data Collection

Uncrewed aerial vehicle~(UAV) swarms provide a flexible platform for Internet of Things~(IoT) data collection by gathering delay-sensitive measurements from distributed sensor clusters and relaying them to a fusion center~(FC). Between successive updates, the FC estimates the current value of each monitored quantity; h...

Milad Bafarassat, Sinem Coleri · 0 citations
2026

End-to-End Learning With EM-Aware Differentiable-Ready Discrete-Phase RIS for MIMO–OFDM via Ray Tracing

Most learning-based reconfigurable intelligent surface (RIS) designs assume continuous control or closed-box channel models, limiting physically grounded end-to-end (E2E) training and neglecting practical 1-bit hardware constraints. We propose a physics-informed framework for RIS-assisted MIMO–OFDM that embeds an optic...

Ahmad Faisal Mirza, Messaoud Ahmed Ouameur, Mohammed Ali Dou et al. · 0 citations
Preprint Aug 2026

Hierarchical Multi-Task Federated Learning in VANETs

An AutoEncoder-based Reliability-Optimized Hierarchical Multi-Task Federated Learning (AERO-HMTFL) framework for dynamic multi-hop clustered VANETs is proposed, which introduces a tri-weighted clustering metric that jointly considers vehicular mobility, shared-model similarity, and task affinity to produce mobility-sta...

M. S. HaghighiFard, Sinem Coleri · 0 citations

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