{"data":{"id":"ed2c34be-2363-44ab-8d7e-695f4fe47c57","title":"An Evidential Deep Neural Network for Set-Valued Classification and Novelty Detection","summary":"The paper proposes the evidential deep neural network (EDNN), a convolutional neural network model built on evidence theory that performs set-valued classification and novelty detection in one framework under the open-world assumption. Its generalized belief classifier module assigns basic belief to open sets, and its expected utility decision module chooses among single known classes, set-valued classes and a novelty class. Experiments on several benchmark datasets and the MTARSI aircraft target recognition task report strong performance on precise classification, set-valued classification and novelty detection.","solution":"N/A -- no mitigation discussed in source.","labels":["research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11372054","publishedAt":"2026-02-04T13:18:59.000Z","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":"2026-02-04T13:18:59.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.6,"researchCategory":"peer_reviewed","atlasIds":null}}