SWE-Chain provides 155 chained version transitions and 1,660 requirements across 9 Python packages, where frontier agents resolve 44.8% of tasks on average and struggle to preserve functionality across releases.
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years
2026 3verdicts
UNVERDICTED 3representative citing papers
ATTAIN is a three-module trace-driven framework that combines exploit execution, LLM-guided diff search, and evidence-based judgment to identify affected library versions for CVEs, reporting 93.24% F1 on 224 CVEs across 25,943 versions.
Secondary analysis of 30 Saudi Google users' interviews identifies balanced perceptions of activity logs spanning benefits, risks, misconceptions, and severe negative outcomes.
citing papers explorer
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SWE-Chain: Benchmarking Coding Agents on Chained Release-Level Package Upgrades
SWE-Chain provides 155 chained version transitions and 1,660 requirements across 9 Python packages, where frontier agents resolve 44.8% of tasks on average and struggle to preserve functionality across releases.
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ATTAIN: Automated Exploit Failure Analysis through Trace-Driven Diff Analysis
ATTAIN is a three-module trace-driven framework that combines exploit execution, LLM-guided diff search, and evidence-based judgment to identify affected library versions for CVEs, reporting 93.24% F1 on 224 CVEs across 25,943 versions.
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Users' Activity Logs: the Good, the Bad, the Misconception, and the Disastrous
Secondary analysis of 30 Saudi Google users' interviews identifies balanced perceptions of activity logs spanning benefits, risks, misconceptions, and severe negative outcomes.