{"data":{"id":"19274007-c782-4a13-9df2-2f4f3f747636","title":"Hard Sample Mining: A New Paradigm of Efficient and Robust Model Training","summary":"A survey of hard sample mining (HSM), a paradigm for improving deep learning training efficiency and robustness through representative sample selection. The authors propose unified definitions of hard samples based on sample complexity quantification criteria, a systematic taxonomy of HSM approaches, and identify research frontiers in the field.","solution":"N/A -- no mitigation discussed in source.","labels":["research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11185261","publishedAt":"2025-10-06T13:16:47.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":null,"fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.6,"researchCategory":"peer_reviewed","atlasIds":null}}