CascadeInfer partitions LLM instances into length-specialized groups, uses dynamic programming for stage partitioning, and applies runtime refinement plus decentralized load balancing to cut latency and raise throughput.
A proof for the queuing formula: L= λ w.Operations research, 9(3):383–387
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CascadeInfer: Length-Aware Scheduling of LLM Serving with Low Latency and Load Balancing
CascadeInfer partitions LLM instances into length-specialized groups, uses dynamic programming for stage partitioning, and applies runtime refinement plus decentralized load balancing to cut latency and raise throughput.