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cs.CL 1

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2026 1

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Joint Optimization of Reasoning and Dual-Memory for Self-Learning Diagnostic Agent

cs.CL · 2026-04-08 · unverdicted · novelty 5.0

SEA is a diagnostic agent with a cognitively inspired dual-memory module and reinforcement training that jointly optimizes reasoning and memory, reaching 92.46% accuracy on MedCaseReasoning (+19.6% over baseline) and superior long-horizon gains on ER-Reason while producing clinically validated rules

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  • Joint Optimization of Reasoning and Dual-Memory for Self-Learning Diagnostic Agent cs.CL · 2026-04-08 · unverdicted · none · ref 28

    SEA is a diagnostic agent with a cognitively inspired dual-memory module and reinforcement training that jointly optimizes reasoning and memory, reaching 92.46% accuracy on MedCaseReasoning (+19.6% over baseline) and superior long-horizon gains on ER-Reason while producing clinically validated rules