For insert-only IVM of self-join-free conjunctive queries over semirings without additive inverses (natural, provenance, covariance, tropical), amortized constant update time plus constant delay holds iff the query is α-acyclic p-hierarchical.
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4 Pith papers cite this work. Polarity classification is still indexing.
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2026 4verdicts
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An adaptive two-phase semantic filter using clustering then a hybrid proxy trained on LLM confidence achieves 1.6-2.0x speedup over prior methods at 90% accuracy on 10K document corpora.
Sublime generalizes Count-Min and Count Sketch with dynamically elongating counters and expanding counter arrays to deliver sublinear error growth and lower memory use on skewed unbounded streams.
Query-centric AQP and proxy-model strategies reduce expensive model calls by 60-90% with under 10% error on TPC-DS and LLM tasks.
citing papers explorer
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The Role of Semirings in Incremental View Maintenance
For insert-only IVM of self-join-free conjunctive queries over semirings without additive inverses (natural, provenance, covariance, tropical), amortized constant update time plus constant delay holds iff the query is α-acyclic p-hierarchical.
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Fast LLM-Based Semantic Filtering: From a Unified Framework to an Adaptive Two-Phase Method
An adaptive two-phase semantic filter using clustering then a hybrid proxy trained on LLM confidence achieves 1.6-2.0x speedup over prior methods at 90% accuracy on 10K document corpora.
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Query-Centric Optimization of AI Workflows via Approximate Query Processing and Proxy Models
Query-centric AQP and proxy-model strategies reduce expensive model calls by 60-90% with under 10% error on TPC-DS and LLM tasks.