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02/21/2023
MP-Rec: Hardware-Software Co-Design to Enable Multi-Path Recommendation
Deep learning recommendation systems serve personalized content under di...
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07/20/2022
DataPerf: Benchmarks for Data-Centric AI Development
Machine learning (ML) research has generally focused on models, while th...
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01/25/2022
RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation
We propose RecShard, a fine-grained embedding table (EMB) partitioning a...
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01/25/2022
A Holistic Approach for Designing Carbon Aware Datacenters
Technology companies have been leading the way to a renewable energy tra...
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10/30/2021
Sustainable AI: Environmental Implications, Challenges and Opportunities
This paper explores the environmental impact of the super-linear growth ...
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01/25/2021
TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models
The memory capacity of embedding tables in deep learning recommendation ...
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11/11/2020
