ConCovUp uses static analysis to ground LLM test generation and backward tracing to produce concurrent test drivers that raise average shared-memory access pair coverage from 36.6% to 68.1% on nine real-world libraries.
Title resolution pending
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 2
citation-polarity summary
years
2026 2verdicts
UNVERDICTED 2roles
background 2polarities
background 2representative citing papers
AtomSanitizer delivers an O(nk²) streaming checker for conflict serializability that is asymptotically faster, lower-memory, and the first shown to run with minimal locking inside a concurrent runtime monitor.
citing papers explorer
-
ConCovUp: Effective Agent-Based Test Driver Generation for Concurrency Testing
ConCovUp uses static analysis to ground LLM test generation and backward tracing to produce concurrent test drivers that raise average shared-memory access pair coverage from 36.6% to 68.1% on nine real-world libraries.
-
Fast Atomicity Monitoring
AtomSanitizer delivers an O(nk²) streaming checker for conflict serializability that is asymptotically faster, lower-memory, and the first shown to run with minimal locking inside a concurrent runtime monitor.