6
collaborators
2023–2026
years active
Contributions
QIP QCrypt TQC talk poster presenter award · △program ◇steering ○organizing · filled = chair
1 Talk
| Title | Conference | Type | Co-authors |
|---|---|---|---|
| The Quantum Esscher Transform | TQC 2024 | regular ▸ presenter | Kelvin Koor, Patrick Rebentrost |
The Esscher Transform is a tool of broad utility in various domains of applied probability. It provides the solution to a constrained minimum relative entropy optimization problem. In this work, we study the generalization of the Esscher Transform to the quantum setting. We examine a relative entropy minimization problem for a quantum density operator, potentially of wide relevance in quantum information theory. The resulting solution form motivates us to define the textitquantum Esscher Transform, which subsumes the classical Esscher Transform as a special case. Envisioning potential applications of the quantum Esscher Transform, we also discuss its implementation on fault-tolerant quantum computers. Our algorithm is based on the modern techniques of block-encoding and quantum singular value transformation (QSVT). We show that given block-encoded inputs, our algorithm outputs a subnormalized block-encoding of the quantum Esscher transform within accuracy ε in tilde O(kappa d łog^2 1/epsilon) queries to the inputs, where κ is the condition number of the input density operator and d is the number of constraints. |
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5 Posters
| Title | Conference | Co-authors |
|---|---|---|
| A unified loss formalism for improving variational quantum algorithms | QIP 2026 | — |
| Quantum Learning with Tunable Loss Functions | QIP 2026 | Lirandë Pira, Patrick Rebentrost |
| Quantum Tilted Empirical Risk in Learning from Quantum Data | QIP 2025 | Lirandë Pira, Patrick Rebentrost |
| The Quantum Esscher Transform | QIP 2024 | Kelvin Koor, Patrick Rebentrost |
| Quantum Causal Inference with Extremely Light Touch | TQC 2023 | Xiangjing Liu, Oscar Dahlsten, Vlatko Vedral |
Collaborators
| Co-author | Joint talks |
|---|---|
| Patrick Rebentrost | 4 |
| Kelvin Koor | 2 |
| Lirandë Pira | 2 |
| Oscar Dahlsten | 1 |
| Vlatko Vedral | 1 |
| Xiangjing Liu | 1 |