Affiliation: Algorithmiq & ETH Zürich
Located in Aschaffenburg
Passionate tennis player, loves a good run
The autonomous exploration of chemical reaction networks with first-principles methods generates vast amounts of data. Especially explorations that explore reaction networks autonomously and without tight constraints run the risk of exploring regions of reaction space that are not of interest. Consequently, the required human time for analysis and computer time for data generation can make these explorations unfeasible. Here, we show how an automated extraction of reaction templates can facilitate the transfer of chemical knowledge from existing data. This process significantly accelerates reaction network explorations and improves cost-effectiveness. The reaction templates allow for a simple steering mechanism in autonomous reaction network explorations, which we exemplify with a polymerization reaction. We discuss definitions of reaction templates and their generation based on molecular graphs. Graph matching and sub-graph searches based on molecular graphs and reaction templates may allow data clustering and new analyses of the generated reaction network.
Fermion-to-qubit mappings are used to represent fermionic modes on quantum computers, an essential first step in many quantum algorithms for electronic structure calculations. In this work, we present a formalism to design flexible fermion-to-qubit mappings from ternary trees. We discuss in an intuitive manner the connection between the generating trees' structure and certain properties of the resulting mapping, such as Pauli weight and the delocalisation of mode occupation. Moreover, we introduce a recipe that guarantees Fock basis states are mapped to computational basis states in qubit space, a desirable property for many applications in quantum computing. Based on this formalism, we introduce the Bonsai algorithm, which takes as input the potentially limited topology of the qubit connectivity of a quantum device and returns a tailored fermion-to-qubit mapping that reduces the SWAP overhead with respect to other paradigmatic mappings. We illustrate the algorithm by producing mappings for the heavy-hexagon topology widely used in IBM quantum computers. The resulting mappings have a favourable Pauli weight scaling $\mathcal{O}(\sqrt{N})$ on this connectivity, while ensuring that no SWAP gates are necessary for single excitation operations.
Proud that #Argentina won the World Cup. Why? It is a victory for the #GlobalSouth , for #LatinAmerica , and it aids to remind us that talent comes from all over the world. It als lo culminates #messi ’s career so nicely.