Author

Dmitry V. Dylov

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#artificial intelligence Review Oct 2026

AI Consilium: a Benchmark of LLM Clinical Multidisciplinary Second Opinions

Large language models (LLMs) can generate differential diagnoses for complex cases, but a useful second opinion must also be factually grounded, clinically coherent, actionable, and safe. We developed a multidimensional benchmark using 300 diagnostically resolved NEJM--MedQA cases: 110 for physician reference ratings a...

А. А. Боков, I. Panin, N. Nechaev et al. · 0 citations

Preprint Aug 2026

EvoMem: Memory-Augmented Evolution for Code Optimization

EvoMem is introduced, a persistent memory architecture for LLM-based evolutionary program search that captures and reuses candidate mutation knowledge and provides evidence that persistent memory can reduce some redundant exploration and improve the reuse and adaptation of successful strategies in LLM-driven evolutiona...

Viktor Volkov, Valentin Khrulkov, Andrey V. Galichin et al. · 0 citations