Network Design

Network design focuses on optimizing the structure and configuration of interconnected systems, aiming for efficiency, scalability, and performance. Current research emphasizes automated design using techniques like graph neural networks, genetic algorithms, and large language models, alongside explorations of novel architectures such as MLP-Mixers and optimized local aggregators for specific data types (e.g., point clouds). These advancements are improving the speed and quality of network design across diverse applications, from telecommunications and transportation to AI-assisted service provisioning and resource-constrained systems. The resulting improvements in efficiency and performance have significant implications for various industries.

Papers