Kiran Kumar Matam
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| title | conference | date |
|---|---|---|
| QuickUpdate: a Real-Time Personalization System for Large-Scale Recommendation Models | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
Real-time personalization for terabyte-scale recommendation embeddings reduces published bandwidth by over 13x while matching a fully fresh model’s accuracy… | ||
| Check-N-Run: a Checkpointing System for Training Deep Learning Recommendation Models | 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22) | 2022-04-04 |
System implements a decoupled, atomic checkpoint pipeline that copies GPU state to CPU and uploads with dedicated CPU workers, targets terabyte-scale… | ||
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