Author

C. Prague

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Preprint Jul 2026

A high-dimensional neural network potential for finite-temperature phenomena in NiTi martensite

We present a high-dimensional neural network potential (HDNNP) for the martensitic phase of the NiTi shape-memory alloy trained to density functional theory (DFT) data. A central aspect of this work is the systematic validation of the potential with respect to the underlying DFT reference method for key properties gove...

P. Jaroš, Petr Sedlák, Petr Šesták et al. · 0 citations

Preprint Aug 2026

Towards Improving Sequential Decision-Making in LLM Agents via Experience Memory

An agentic framework enhanced with an experience memory designed for the sequential setting and addressing common challenges of sequential decision-making such as credit assignment is introduced, and it is shown that post-game reflection and rule extraction yield measurable improvements on tic-tac-toe without modifying...

Jakub Rada, Viliam Lisý AI Center, Department of Computer Science et al. · 0 citations