Luis Mantilla
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realmantilla.bsky.social
Luis Mantilla
@realmantilla.bsky.social
cs phd student @uoft
Reposted by Luis Mantilla
Excited to share our new article: “Quantum algorithm for vibronic dynamics: case study on singlet fission solar cell design”, now published in Quantum Science and Technology!

📜 Paper: doi.org/10.1088/2058...
📝 Blog post overview: pennylane.ai/blog/2025/02...

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September 30, 2025 at 3:58 PM
Reposted by Luis Mantilla
🎉Excited to share our new perspective: “Connecting the concepts of quantum state tomography and molecular representations for machine learning” — now on ChemRxiv!

Link: doi.org/10.26434/che...

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September 19, 2025 at 2:30 PM
Reposted by Luis Mantilla
With all the recent interest in physical machine learning, @realmantilla.bsky.social and I wondered what would be a mechanical machine learning system? We devised a simple springs and sticks model that leads to very interesting thermodynamics learning limits.
#chemsky
#physicssky #machinelearning
Excited to share our most recent work: “Learning with springs and sticks” — now on arXiv!

Paper link: arxiv.org/abs/2508.19015
Project page (with animations & code): bestquark.github.io/springs-and-...

Authors: @realmantilla.bsky.social, @aspuru.bsky.social
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August 28, 2025 at 9:13 PM
Reposted by Luis Mantilla
Excited to share our most recent work: “Learning with springs and sticks” — now on arXiv!

Paper link: arxiv.org/abs/2508.19015
Project page (with animations & code): bestquark.github.io/springs-and-...

Authors: @realmantilla.bsky.social, @aspuru.bsky.social
[1/4]
August 28, 2025 at 6:18 PM
Reposted by Luis Mantilla
⚛️ Curious about getting into quantum computing for quantum chemistry? Check out our new primer published in ACS InFocus. 📙 [1/4]
June 30, 2025 at 3:29 PM
Reposted by Luis Mantilla
👾Excited to share our most recent work: “Quantum circuits as a game: A reinforcement-learning compiler for reconfigurable neutral-atom arrays” — now live on arXiv!

We explore how reconfigurable neutral-atom arrays can be controlled more efficiently using reinforcement learning. [1/5]
June 9, 2025 at 5:18 PM
Reposted by Luis Mantilla
⚛️🖥️Excited to share our work on simulating Hamiltonian evolution on quantum computers. Led by our group member Mohsen Bagherimehrab, we introduce Corrected Product Formulas (CPFs), which significantly improve the performance of standard product formulas. [1/4]
March 24, 2025 at 9:26 PM