Tinylfu: A highly efficient cache admission policy
This article proposes to use a frequency-based cache admission policy in order to boost the
effectiveness of caches subject to skewed access distributions. Given a newly accessed item …
effectiveness of caches subject to skewed access distributions. Given a newly accessed item …
[PDF][PDF] Sketch algorithms for estimating point queries in nlp
Many NLP tasks rely on accurate statistics from large corpora. Tracking complete statistics is
memory intensive, so recent work has proposed using compact approximate “sketches” of …
memory intensive, so recent work has proposed using compact approximate “sketches” of …
Conformal frequency estimation using discrete sketched data with coverage for distinct queries
This paper develops conformal inference methods to construct a confidence interval for the
frequency of a queried object in a very large discrete data set, based on a sketch with a …
frequency of a queried object in a very large discrete data set, based on a sketch with a …
Conformal frequency estimation with sketched data
A flexible conformal inference method is developed to construct confidence intervals for the
frequencies of queried objects in very large data sets, based on a much smaller sketch of …
frequencies of queried objects in very large data sets, based on a much smaller sketch of …
[HTML][HTML] Conformalized frequency estimation from sketched data
A flexible conformal inference method is developed to construct confidence intervals for the
frequencies of queried objects in a very large data set, based on the information contained …
frequencies of queried objects in a very large data set, based on the information contained …
NeoMem: Hardware/Software Co-Design for CXL-Native Memory Tiering
The Compute Express Link (CXL) interconnect makes it feasible to integrate diverse types of
memory into servers via its byte-addressable SerDes links. Considering the various access …
memory into servers via its byte-addressable SerDes links. Considering the various access …
[HTML][HTML] Conformal frequency estimation with sketched data under relaxed exchangeability
M Sesia, S Favaro, E Dobriban - 2022 - europepmc.org
A flexible method is developed to construct a confidence interval for the frequency of a
queried object in a very large data set, based on a much smaller sketch of the data. The …
queried object in a very large data set, based on a much smaller sketch of the data. The …
Toward CXL-Native Memory Tiering via Device-Side Profiling
The Compute Express Link (CXL) interconnect has provided the ability to integrate diverse
memory types into servers via byte-addressable SerDes links. Harnessing the full potential …
memory types into servers via byte-addressable SerDes links. Harnessing the full potential …
Pearl: Probabilistic exact adaptive random forest with lossy counting for data streams
In order to adapt random forests to the dynamic nature of data streams, the state-of-the-art
technique discards trained trees and grows new trees when concept drifts are detected. This …
technique discards trained trees and grows new trees when concept drifts are detected. This …
Probabilistic exact adaptive random forest for recurrent concepts in data streams
In order to adapt random forests to the dynamic nature of data streams, the state-of-the-art
technique discards trained trees and grows new trees when concept drifts are detected. This …
technique discards trained trees and grows new trees when concept drifts are detected. This …