Spectral aggregate tests prune up to 51% of candidates in CSM but leave enumeration intermediates unchanged beyond initial bindings across tested workloads.
Truth finding on the deep web: is the problem solved?
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
TabClean synthesizes reusable guarded Python cleaning programs from LLM reasoning on a small development set to achieve high precision and lower recurring costs on tabular data.
citing papers explorer
-
Can Aggregate Invariants Accelerate Continuous Subgraph Matching? Limits, Laws, and a Dynamic Spectral Index
Spectral aggregate tests prune up to 51% of candidates in CSM but leave enumeration intermediates unchanged beyond initial bindings across tested workloads.
-
TabClean: Reusable LLM-Synthesized Programs for Tabular Data Cleaning
TabClean synthesizes reusable guarded Python cleaning programs from LLM reasoning on a small development set to achieve high precision and lower recurring costs on tabular data.