Papers & preprints
Publications
Research themes
Mathematical background
- QIQuantum information
- RMTRandom matrix theory
- MLMachine learning
- SPStochastic process
- FTField theory
- DSDynamical systems
- NSNetwork science
Selected publications
Journal & conference papers- 2026CrystalGRW: generative modeling of crystal structures with targeted crystallographic properties via geodesic random walksScientific Reports 16, 27276 (2026)
- 2026Random matrix theory of sparse neuronal networks with heterogeneous timescalesSciPost Physics · 2026
- 2026Connecting phases of matter to the flatness of the loss landscape in analog variational quantum algorithmsCommunications Physics 9, 111 (2026)
- 2026Aging in a two-dimensional swarmalator crystal with delayed interactionsPhysical Review Research 8, 023335 (2026)
- 2025Random noise promotes slow heterogeneous synaptic dynamics important for robust working memory computationPNAS 122 (3), e2316745122 (2025)
- 2025Heterogeneity, reinforcement learning and chaos in population gamesPNAS 122 (25), e2319929121 (2025)
- 2025On fundamental aspects of quantum extreme learning machinesQuantum Machine Intelligence 7, 20 (2025)
Earlier selected publications ＋
- 2024Quantum Next Generation Reservoir Computing: An Efficient Quantum Algorithm for Forecasting Quantum DynamicsQuantum Machine Intelligence 6, 57 (2024)
- 2023Hybrid Quantum-Classical Algorithms for Loan-Collection Optimization with Loan-Loss ProvisionsPhysical Review Applied 19, 064001 (2023)
- 2023StrainTensorNet: Predicting crystal structure elastic properties using SE(3)-equivariant graph neural networksPhysical Review Research 5, 043198 (2023)
- 2022Explainable Natural Language Processing with Matrix Product StatesNew Journal of Physics 24, 053032 (2022)
- 2021Quantum diffusion map for nonlinear dimensionality reductionPhysical Review A 104, 052410 (2021)
- 2020The route to chaos in routing games: When is Price of Anarchy too optimistic?Advances in Neural Information Processing Systems 33 · NeurIPS 2020
- 2017Striated populations in disordered environments with advectionPhysica A 465, 500–514 (2017)
- 2017Population genetics with fluctuating population sizesJournal of Statistical Physics 167, 777–791 (2017)
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