Scaling Deep-Learning Inference with Chiplet-based Architecture and Photonic Interconnects

Mathematics

• Photonics 100%
• Interconnect 92%
• Architecture 68%
• Neural Networks 58%
• Learning 56%
• Scaling 53%
• Energy Consumption 31%
• Multicasting 30%
• Broadcast 26%
• Silicon Photonics 22%
• Energy Efficiency 17%
• Data Transmission 15%
• Accelerator 14%
• Data Flow 13%
• System Performance 13%
• Execution Time 13%
• Electrical Networks 13%
• Scalability 13%
• Neural Network Model 12%
• Buffer 12%
• Bandwidth 10%
• Communication 9%
• Simplify 9%
• Costs 7%
• Simulation Study 7%
• Computing 6%
• Design 6%

Engineering & Materials Science

• Photonics 71%
• Deep neural networks 60%
• Deep learning 55%
• Silicon photonics 13%
• Energy utilization 12%
• Particle accelerators 9%
• Data communication systems 7%
• Scalability 7%
• Energy efficiency 7%
• Bandwidth 5%
• Communication 4%
• Costs 3%