Generalized Software Product Line Extraction
2026-05-29T08:52:03Z•7d72f5cceaf953c0ceb4512adf24dd0d80c1e8e0063dc04f8ff6e81a618e50ba
Bayesian networksCompilerDreamES_t metricLLMLLM alignmentPassBenchPassNetPyOPLRouletteSPL extractionSyntAGMbenchmarkscompiler optimizationcompiler passesdatasetfeature modelslanguage product linesmembership inferencemodel-based reinforcement learningprivacyprobabilistic programmingsoftware product linesstatistical release attacksworkbench-agnosticzero-shot generalization
What happened
Collection of five arXiv papers covering: (1) a workbench-agnostic protocol for extracting software product lines (SPLs) from heterogeneous artifacts using lightweight "atoms" and a server/client architecture (relevant to IP/supply‑chain analysis and reuse across toolchains); (2) PassNet, an LLM-focused ecosystem (dataset + benchmark) for generating compiler graph-transform passes and a metric (ES_t) for correctness/performance tradeoffs—enabling automated pass synthesis and exposing a new attack/supply-chain surface for compiler toolchains; (3) a Bayesian membership-inference framework that,给
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_pl
- Record identifier
- 7d72f5cceaf953c0ceb4512adf24dd0d80c1e8e0063dc04f8ff6e81a618e50ba
- Enrichment time
- 2026-05-29T08:52:03Z
- AI-assisted enrichment
- Yes
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