4
talks
2
posters
1
committee roles
0
leadership roles
2022–2026
years active
Contributions
QIP QCrypt TQC presenter award · △program ◇steering ○organising □local · filled = chair
Talks
| Title | Conference | Type | Co-authors |
|---|---|---|---|
| Polynomial time quantum and classical algorithms for representation theoretic multiplicities | TQC 2025 | regular | Vojtech Havlicek, Greta Panova |
| A Unified Theory of Barren Plateaus for Deep Parametrized Quantum Circuits | QIP 2024 | regular | ▸Marco Cerezo, Michael Ragone, Bojko N. Bakalov, Frederic Sauvage, Alexander F. Kemper, Carlos Ortiz Marrero |
|
Showcasing a Barren Plateau Theory Beyond the Dynamical Lie Algebra ↗
|
TQC 2024 | regular | ▸Nahuel L. Diaz, Diego Garcia-Martin, Sujay Kazi, 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 | Marco Vinicio Sebastian de la Roca, Patrick Coles, Kunal Sharma, Piotr Czarnik, Gopikrishnan Muraleedharan, Diego Garcia-Martin, Nathan Ju |
Posters
| Title | Conference | Co-authors |
|---|---|---|
| Random orthogonal and symplectic states | QIP 2025 | Max West, Antonio Anna Mele, M Cerezo |
| Quantum Algorithms for Representation-Theoretic Multiplicities | QIP 2025 | Vojtech Havlicek |
Committee service
| Conference | Committee | Position | Title |
|---|---|---|---|
| QIP 2026 | PC | member | — |
Collaborators
| Co-author | Joint talks |
|---|---|
| Diego Garcia-Martin | 2 |
| Marco Cerezo | 2 |
| Vojtech Havlicek | 2 |
| Alexander F. Kemper | 1 |
| Antonio Anna Mele | 1 |
| Bojko N. Bakalov | 1 |
| Carlos Ortiz Marrero | 1 |
| Frederic Sauvage | 1 |
| Gopikrishnan Muraleedharan | 1 |
| Greta Panova | 1 |
| Kunal Sharma | 1 |
| M Cerezo | 1 |
| Marco Vinicio Sebastian de la Roca | 1 |
| Max West | 1 |
| Michael Ragone | 1 |
| Nahuel L. Diaz | 1 |
| Nathan Ju | 1 |
| Patrick Coles | 1 |
| Piotr Czarnik | 1 |
| Sujay Kazi | 1 |