A position paper arguing that sketching, sampling, rollups, compression, and wavelets are all instances of one design principle, 'application semantic-aware processing', and that deploying this principle across the whole data lifecycle can yield order-of-magnitude cost and performance gains.
https://hotcarbon.org/
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.DB 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
ASAP: Reimagining the Data Lifecycle using Application Semantic-Aware Processing
A position paper arguing that sketching, sampling, rollups, compression, and wavelets are all instances of one design principle, 'application semantic-aware processing', and that deploying this principle across the whole data lifecycle can yield order-of-magnitude cost and performance gains.