225 citations
- Université Paris CitéFR306 papers
- Centre National de la Recherche ScientifiqueFR291 papers
- Université Paris DiderotFR88 papers
- Sorbonne Paris CitéFR62 papers
- Délégation Paris 7FR38 papers
- Institut national de recherche en sciences et technologies du numériqueFR35 papers
- Laboratoire Bordelais de Recherche en InformatiqueFR31 papers
- Sorbonne UniversitéFR31 papers
- Centre for Quantum TechnologiesSG23 papers
- Université Paris-SaclayFR22 papers
- National University of SingaporeSG21 papers
- LIP6FR20 papers
67 papers · 1 filter
Quantum Agents for Algorithmic Discovery
Iordanis Kerenidis, El-Amine Cherrat
We introduce quantum agents trained by episodic, reward-based reinforcement learning to autonomously rediscover several seminal quantum algorithms and protocols. In particular, our…
Self-concordant Schrödinger operators: spectral gaps and optimization without condition numbers
Sander Gribling, Simon Apers, Harold Nieuwboer +1
Spectral gaps play a fundamental role in many areas of mathematics, computer science, and physics. In quantum mechanics, the spectral gap of Schrödinger operators has a long histor…
On the dynamical Lie algebras of quantum approximate optimization algorithms
Jonathan Allcock, Miklos Santha, Pei Yuan +1
Dynamical Lie algebras (DLAs) have emerged as a valuable tool in the study of parameterized quantum circuits, helping to characterize both their expressiveness and trainability. In…
Training-efficient density quantum machine learning
Brian Coyle, Snehal Raj, Natansh Mathur +4
Quantum machine learning (QML) requires powerful, flexible and efficiently trainable models to be successful in solving challenging problems. We introduce density quantum neural ne…
Quantum option pricing via the Karhunen-Loève expansion
Anupam Prakash, Yue Sun, Shouvanik Chakrabarti +8
We consider the problem of pricing discretely monitored Asian options over monitoring points where the underlying asset is modeled by a geometric Brownian motion. We provide tw…
Quantum walks, the discrete wave equation and Chebyshev polynomials
Simon Apers, Laurent Miclo
A quantum walk is the quantum analogue of a random walk. While it is relatively well understood how quantum walks can speed up random walk hitting times, it is a long-standing open…