ChipLight is a multi-objective optimization framework that co-designs chiplet hardware, training parallelism, and optical networks to improve efficiency in distributed LLM training clusters.
Railx: A flexible, scalable, and low-cost network architecture for hyper- scale llm training systems
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Introduces Switching Efficiency (η) decomposed into data, routing efficiency, and port utilization factors to analyze and improve communication bottlenecks in AI data center networks for LLM training.
citing papers explorer
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ChipLight: Cross-Layer Optimization of Chiplet Design with Optical Interconnects for LLM Training
ChipLight is a multi-objective optimization framework that co-designs chiplet hardware, training parallelism, and optical networks to improve efficiency in distributed LLM training clusters.
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Switching Efficiency: A Novel Framework for Dissecting AI Data Center Network Efficiency
Introduces Switching Efficiency (η) decomposed into data, routing efficiency, and port utilization factors to analyze and improve communication bottlenecks in AI data center networks for LLM training.