Feng Yan
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| title | conference | date |
|---|---|---|
| BatchCrypt: Efficient Homomorphic Encryption for Cross-Silo Federated Learning | USENIX ATC '20 | 2020-07-15 |
BatchCrypt encodes batches of quantized gradients into single long integers, uses two's-complement packing plus zeros padding and an analytical clipping method… | ||
| InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory | FAST '20 | 2020-02-24 |
InfiniCache runs entirely on AWS Lambda, shards objects with Reed‑Solomon (k+m) erasure coding, and coordinates via a proxy and client library to stream chunks… | ||
| MArk: Exploiting Cloud Services for Cost-Effective, SLO-Aware Machine Learning Inference Serving | USENIX ATC '19 | 2019-07-10 |
MArk is an AWS inference-serving system that combines dynamic batching (to make GPUs cheaper than CPUs at moderate batch sizes), predictive autoscaling (to… | ||
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