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HydraServe: Minimizing Cold Start Latency for Serverless LLM Serving in Public CloudsNSDI '262026-05-04
HydraServe implements pipeline parallelism, stage overlapping, and pipeline consolidation to cut serverless LLM cold starts that can reach 45 seconds (model…
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Torpor: GPU-Enabled Serverless Computing for Low-Latency, Resource-Efficient...USENIX ATC '252025-07-07
Torpor implements late binding with model swapping to keep models in host memory and move them to a shared GPU pool on demand, using asynchronous API…
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