ResearchTasksGraph-based Agent Memory PoisoningFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedMacro Average (PubMedQA, WebShop, ToolEmu)Clean / No Attack98.4Utilization (Util.)5May 12, 2026ToolEmuGRAGPoison-adapt97Utilization (Util.)5May 12, 2026WebShopClean / No Attack99.3Utility Score5May 12, 2026PubMedQAClean / No Attack100Utilization (Util.)5May 12, 2026