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Author

Valentin Khrulkov

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CoMa: Contextual Massing Generation with Vision-Language Models

The results show that model size strongly affects generation quality, multimodal training improves the use of individual modalities, and multimodal inference provides a stronger contextual signal than isolated context inputs.

Evgenii Maslov, Alexandra Vabnits, Vladimir Vorona 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

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