Quantum Learning: Applications and Utility
ORAL · MAR-B08 · ID: 3990966
Presentations
-
Quantum Enhanced Signature Kernels for Limit Order Book mid-price predictions
ORAL
–
Presenters
-
ernesto palidda
- Rigetti Computing
Authors
-
ernesto palidda
- Rigetti Computing
-
Marco Paini
- Rigetti Computing
-
-
Quantum Atomic Optical Neural Network
ORAL
–
Presenters
-
Chuanzhou Zhu
- University of Arizona
Authors
-
Chuanzhou Zhu
- University of Arizona
-
Tianyu Wang
- Boston University
-
Peter L McMahon
- Stanford Univ
- Cornell University
-
Daniel Soh
- University of Arizona
- The University of Arizona
-
-
Learning in Light: Modular and Photonic Reservoirs at Work
ORAL
–
Publication: Akitada Sakurai, Aoi Hayashi, William John Munro, and Kae Nemoto, Quantum optical reservoir computing powered by boson sampling, Optica Quantum 3(3), 238-245 (2025)
Presenters
-
William John Munro
- Okinawa Institute of Science & Technology
Authors
-
William John Munro
- Okinawa Institute of Science & Technology
-
Akitada Sakurai
- Okinawa Institute of Science & Technology
-
Aoi Hayashi
- Okinawa Institute of Science and Technology
-
Hon W Lau
- Okinawa Institute of Science and Technology
-
Kae Nemoto
- Okinawa Institute of Science & Technology
-
-
Quantum Diffusion Models and Phase Transitions
ORAL
–
Publication: [1] F. Hu, G. Liu, Y. F. Zhang, and X. Gao, arXiv:2508.06614 [cs.LG] (2025)
Presenters
-
Fangjun Hu
- QuEra Computing Inc.
- QuEra Computing
Authors
-
Fangjun Hu
- QuEra Computing Inc.
- QuEra Computing
-
Milan Kornjaca
- QuEra Computing Inc.
-
Pedro Lopes
- QuEra Computing Inc.
-
Xun Gao
- University of Colorado
- JILA
- University of Colorado Boulder
-
Stefan Ostermann
- Harvard University
-
Shengtao Wang
- QuEra Computing Inc.
-
-
Abstract Withdrawn
ORAL · Withdrawn
–
-
Abstract Withdrawn
ORAL · Withdrawn
–
-
Learning Functions of Hamiltonians with Hamiltonian Fourier Features
ORAL
–
Publication: arXiv:2504.16370
Presenters
-
Yuto Morohoshi
- Osaka University
Authors
-
Yuto Morohoshi
- Osaka University
-
Akimoto Nakayama
- Osaka University
-
Hidetaka Manabe
- Osaka University
-
Kosuke Mitarai
- Osaka University
- The University of Osaka
-
-
Analytical Quantum-Inspired Kernels for Hybrid Learning in Precision Medicine
ORAL
–
Presenters
-
Hamed Javidi
- QAILinks Technologies, Corp; Cleveland Clinic
Authors
-
Hamed Javidi
- QAILinks Technologies, Corp; Cleveland Clinic
-
Sahar Daraeizadeh
- QAILinks Technologies, Corp
-
Ali Daraeizadeh
- QAILinks Technologies, Corp
-
-
Quantum Support Vector Machines Kernel Generation with Classical Post Processing
ORAL
–
Presenters
-
Anant Agnihotri
- Fraunhofer IAF
Authors
-
Anant Agnihotri
- Fraunhofer IAF
-
Michael Krebsbach
- Fraunhofer IAF
-
Thomas Wellens
- Fraunhofer IAF
-
Florentin Reiter
- ETH Zurich
-
-
A Heterogeneous Low-Latency Interconnect Enabling Large-Scale Qubit Control and Real-Time AI Inference
ORAL
–
Presenters
-
Yilun Xu
- Lawrence Berkeley National Laboratory
Authors
-
Yilun Xu
- Lawrence Berkeley National Laboratory
-
Gang Huang
- Lawrence Berkeley National Laboratory
-
Neel Vora
- Lawrence Berkeley National Laboratory
-
David Ivan Santiago
- Lawrence Berkeley National Laboratory
-
Irfan Siddiqi
- University of California, Berkeley
-
-
Sample-efficient randomized measurements for lattice gauge theories
ORAL
–
Publication: manuscript in preparation
Presenters
-
Henry F Froland
- University of Washington
Authors
-
Henry F Froland
- University of Washington
-
Jacob A Bringewatt
- United States Naval Academy
- University of Maryland College Park
-
Niklas Mueller
- University of New Mexico
-
Andreas Elben
- Paul Scherrer Institute
-
-
Hybrid Quantum-classical Neural Networks for Recognizing Topological Phases of Matter
ORAL
–
Presenters
-
Markus K Hoffmann
- Friedrich-Alexander University Erlangen-Nuremberg
Authors
-
Markus K Hoffmann
- Friedrich-Alexander University Erlangen-Nuremberg
-
Leon C Sander
- Friedrich-Alexander University Erlangen-Nuremberg
-
Colin Scarato
- ETH Zurich
-
Christoph Hellings
- ETH Zurich
-
Johannes Knörzer
- ETH Zurich
-
Andreas Wallraff
- ETH Zurich
-
Michael J Hartmann
- Friedrich-Alexander-University; Erlangen-Nuernberg
- Friedrich-Alexander University Erlangen-Nuremberg
-
Petr Zapletal
- Friedrich-Alexander University Erlangen-Nuremberg
-
-
Quantum Reinforcement Learning for Semantic Ranking of Enzyme Functionality
ORAL
–
Publication: Isik, Murat, Mandeep Kaur Saggi, Humaira Gowher, and Sabre Kais. "Multimodal Quantum Vision Transformer for Enzyme Commission Classification from Biochemical Representations." arXiv preprint arXiv:2508.14844 (2025).
Bhatia, Amandeep Singh, Mandeep Kaur Saggi, and Sabre Kais. "Quantum machine learning predicting ADME-Tox properties in drug discovery." Journal of Chemical Information and Modeling 63, no. 21 (2023): 6476-6486.Presenters
-
Murat Isik
- Purdue University
Authors
-
Murat Isik
- Purdue University
-
Sabre Kais
- Department of Electrical and Computer Engineering, North Carolina State University
- NC State University
-
-
MatchCake: Exploring Classically Simulable Quantum Circuits for Machine Learning
ORAL
–
Publication: - Gince, J., Pagé, J.M., Armenta, M., Sarkar, A. and Kourtis, S., 2024, September. Fermionic Machine Learning. In 2024 IEEE International Conference on Quantum Computing and Engineering (QCE) (Vol. 1, pp. 1672-1678). IEEE.
- A paper for this specific work is under preparation.Presenters
-
Jérémie Gince
- Université de Sherbrooke
Authors
-
Jérémie Gince
- Université de Sherbrooke
-
-
AI for Quantum Control and Measurement: In-Situ Learning and Adaptive Optimization in QubiCML
ORAL
–
Presenters
-
Neel Vora
- Lawrence Berkeley National Laboratory
Authors
-
Neel Vora
- Lawrence Berkeley National Laboratory
-
Yilun Xu
- Lawrence Berkeley National Laboratory
-
Samuel Jung
- Lawrence Berkeley National Laboratory
-
Akel Hashim
- University of California, Berkeley
-
Gang Huang
- Lawrence Berkeley National Laboratory
-
David Ivan Santiago
- Lawrence Berkeley National Laboratory
-
Irfan Siddiqi
- University of California, Berkeley
-