{"data":{"id":"bc0b2e06-ffd4-473a-a672-cd80e55fc0db","title":"\nAgentPEN: A Prediction-Explanation Network for Sequential Stock Movement via LLMs and Recurrent Generation\n","summary":"AgentPEN is a prediction-explanation network for stock movement that aligns financial news text with price streams using an LLM-based Representation Fusion Agent. It feeds the fused representation into a Deep Recurrent Generation module to predict stock movements. The authors report that it surpasses state-of-the-art baselines in prediction accuracy and explainability on multiple real-world datasets.","solution":"N/A -- no mitigation discussed in source.","labels":["research","industry"],"sourceUrl":"\nhttp://jmlr.org/papers/v27/25-2175.html\n","publishedAt":"2026-01-01T00:00:00.000Z","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":"2026-01-01T00:00:00.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.7,"researchCategory":"peer_reviewed","atlasIds":null}}