30
collaborators
2022–2025
years active
Contributions
QIP QCrypt TQC talk poster presenter award · △program ◇steering ○organizing · filled = chair
2 Talks
| Title | Conference | Type | Co-authors |
|---|---|---|---|
|
Showcasing a Barren Plateau Theory Beyond the Dynamical Lie Algebra ↗
|
TQC 2024 | regular | ▸Nahuel L. Diaz, Sujay Kazi, Martin Larocca, Marco Cerezo |
Barren plateaus have emerged as a pivotal challenge for variational quantum computing. Our understanding of this phenomenon underwent a transformative shift with the recent introduction of a Lie algebraic theory capable of explaining most sources of barren plateaus. However, this theory requires either initial states or observables that lie in the circuit's Lie algebra. Focusing on parametrized matchgate circuits, in this work we are able to go beyond this assumption and provide an exact formula for the loss function variance that is valid for arbitrary input states and measurements. Our results reveal that new phenomena emerge when the Lie algebra constraint is relaxed. For instance, we find that the variance does not necessarily vanish inversely with the Lie algebra's dimension. Instead, this measure of expressiveness is replaced by a generalized expressiveness quantity: the dimension of the Lie group modules. By characterizing the operators in these modules as products of Majorana operators, we can introduce a precise notion of generalized globality and show that measuring generalized-global operators leads to barren plateaus. Our work also provides operational meaning to the generalized entanglement as we connect it with known fermionic entanglement measures, and show that it satisfies a monogamy relation. Finally, while parameterized matchgate circuits are not efficiently simulable in general, our results suggest that the structure allowing for trainability may also lead to classical simulability. |
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| Analyzing the Loss Landscape of Quantum Neural Networks: Barren Plateaus and Overparametrization | QIP 2022 | regular | Martin Larocca, Marco Vinicio Sebastian de la Roca, Patrick Coles, Kunal Sharma, Piotr Czarnik, Gopikrishnan Muraleedharan, Nathan Ju |
6 Posters
| Title | Conference | Co-authors |
|---|---|---|
| Haar random fermionic linear optics circuits | TQC 2025 | — |
| The Bethe Ansatz as a Quantum Circuit | QIP 2024 | Roberto Ruiz, Alejandro Sopena, Max Hunter Gordon, Esperanza López, Germán Sierra |
| Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing | TQC 2024 | Marco Cerezo, Martin Larocca, Nahuel L. Diaz, Paolo Braccia, Enrico Fontana, Manuel S. Rudolph, Pablo Bermejo, Aroosa Ijaz, Supanut Thanasilp, Eric Anschuetz, Zoe Holmes |
| Towards large-scale quantum optimization solvers with few qubits | TQC 2024 | Marco Sciorilli, Lucas Borges, Taylor L. Patti, Giancarlo Camilo, Leandro Aolita, Anima Anandkumar |
| Algebraic Bethe Circuits | QIP 2023 | Alejandro Sopena, Max Hunter-Gordon, Germán Sierra, Esperanza López |
| Quantum QUBO solvers with quadratically fewer qubits through multi-basis encoding | TQC 2023 | Marco Sciorilli, Lucas Borges, Taylor L. Patti, Giancarlo Camilo, Leandro Aolita |
Collaborators
| Co-author | Joint talks |
|---|---|
| Martin Larocca | 3 |
| Alejandro Sopena | 2 |
| Esperanza López | 2 |
| Germán Sierra | 2 |
| Giancarlo Camilo | 2 |
| Leandro Aolita | 2 |
| Lucas Borges | 2 |
| Marco Cerezo | 2 |
| Marco Sciorilli | 2 |
| Nahuel L. Diaz | 2 |
| Taylor L. Patti | 2 |
| Anima Anandkumar | 1 |
| Aroosa Ijaz | 1 |
| Enrico Fontana | 1 |
| Eric Anschuetz | 1 |
| Gopikrishnan Muraleedharan | 1 |
| Kunal Sharma | 1 |
| Manuel S. Rudolph | 1 |
| Marco Vinicio Sebastian de la Roca | 1 |
| Max Hunter Gordon | 1 |