Group-Invariant Quantum Machine Learning. - Martin Larocca; Frederic Sauvage; Faris M. Sbahi; Guillaume Verdon; Patrick J. Coles; Marco Cerezo (CoRR, 2022)

Representation Theory for Geometric Quantum Machine Learning. - Michael Ragone; Paolo Braccia; Quynh T. Nguyen; Louis Schatzki; Patrick J. Coles; Frederic Sauvage; Martin Larocca; Marco Cerezo (CoRR, 2022)

Theory for Equivariant Quantum Neural Networks. - Quynh T. Nguyen; Louis Schatzki; Paolo Braccia; Michael Ragone; Patrick J. Coles; Frederic Sauvage; Martin Larocca; Marco Cerezo (CoRR, 2022)

Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks. - Louis Schatzki; Martin Larocca; Frederic Sauvage; Marco Cerezo (CoRR, 2022)

Diagnosing Barren Plateaus with Tools from Quantum Optimal Control. - Martin Larocca; Piotr Czarnik; Kunal Sharma; Gopikrishnan Muraleedharan; Patrick J. Coles; Marco Cerezo (Quantum, 2022)

Effects of noise on the overparametrization of quantum neural networks. - Diego García-Martín; Martin Larocca; Marco Cerezo (CoRR, 2023)

On the universality of Sn-equivariant k-body gates. - Sujay Kazi; Martin Larocca; Marco Cerezo (CoRR, 2023)

Deep quantum neural networks form Gaussian processes. - Diego García-Martín; Martin Larocca; Marco Cerezo (CoRR, 2023)

Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing. - Marco Cerezo; Martin Larocca; Diego García-Martín; Nelson L. Diaz; Paolo Braccia; Enrico Fontana; Manuel S. Rudolph; Pablo Bermejo 002; Aroosa Ijaz; Supanut Thanasilp; Eric R. Anschütz; Zoë Holmes (CoRR, 2023)

Theory of overparametrization in quantum neural networks. - Martin Larocca; Nathan Ju; Diego García-Martín; Patrick J. Coles; Marco Cerezo (Nat. Comput. Sci., 2023)

A Review of Barren Plateaus in Variational Quantum Computing. - Martin Larocca; Supanut Thanasilp; Samson Wang; Kunal Sharma; Jacob D. Biamonte; Patrick J. Coles; Lukasz Cincio; Jarrod R. McClean; Zoë Holmes; Marco Cerezo (CoRR, 2024)

Gate-based quantum simulation of Gaussian bosonic circuits on exponentially many modes. - Alice Barthe; Marco Cerezo; Andrew T. Sornborger; Martin Larocca; Diego García-Martín (CoRR, 2024)

Random ensembles of symplectic and unitary states are indistinguishable. - Maxwell West; Antonio Anna Mele; Martin Larocca; Marco Cerezo (CoRR, 2024)