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cs.AI2026
Prior Knowledge or Search? A Study of LLM Agents in Hardware-Aware Code Optimization
Dmitry Redko, Albert Fazlyev, Konstantin Sozykin +3
LLM discovery and optimization systems are increasingly applied across domains, implementing a common propose-evaluate-revise loop. Such optimization or discovery progresses via co…
math.OC2026
Global Optimization of Atomic Clusters via Physically-Constrained Tensor Train Decomposition
Konstantin Sozykin, Nikita Rybin, Andrei Chertkov +5
The global optimization of atomic clusters represents a fundamental challenge in computational chemistry and materials science due to the exponential growth of local minima with sy…