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05/12/2023
Mem-Rec: Memory Efficient Recommendation System using Alternative Representation
Deep learning-based recommendation systems (e.g., DLRMs) are widely used...
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04/10/2023
RAPID: Enabling Fast Online Policy Learning in Dynamic Public Cloud Environments
Resource sharing between multiple workloads has become a prominent pract...
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09/20/2022
Streaming Encoding Algorithms for Scalable Hyperdimensional Computing
Hyperdimensional computing (HDC) is a paradigm for data representation a...
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09/15/2022
EZNAS: Evolving Zero Cost Proxies For Neural Architecture Scoring
Neural Architecture Search (NAS) has significantly improved productivity...
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09/13/2021
Improving Robustness and Efficiency in Active Learning with Contrastive Loss
This paper introduces supervised contrastive active learning (SCAL) by l...
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09/13/2021
Mitigating Sampling Bias and Improving Robustness in Active Learning
This paper presents simple and efficient methods to mitigate sampling bi...
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06/17/2021
RHNAS: Realizable Hardware and Neural Architecture Search
The rapidly evolving field of Artificial Intelligence necessitates autom...
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04/24/2020
ML-driven Malware that Targets AV Safety
Ensuring the safety of autonomous vehicles (AVs) is critical for their m...
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05/09/2018
