3 papers
cs.LG2025
Variational Quantum Optimization with Continuous Bandits
Marc Wanner, Johan Jonasson, Emil Carlsson +1
We introduce a novel approach to variational Quantum algorithms (VQA) via continuous bandits. VQA are a class of hybrid Quantum-classical algorithms where the parameters of Quantum…
stat.ME2025
Iterative Data Curation with Theoretical Guarantees
Väinö Yrjänäinen, Johan Jonasson, Måns Magnusson
In recent years, more and more large data sets have become available. Data accuracy, the absence of verifiable errors in data, is crucial for these large materials to enable high-q…
cs.LG2025
Posterior Sampling of Probabilistic Word Embeddings
Väinö Yrjänäinen, Isac Boström, Måns Magnusson +1
Quantifying uncertainty in word embeddings is crucial for reliable inference from textual data. However, existing Bayesian methods such as Hamiltonian Monte Carlo (HMC) and mean-fi…