- Senior Research Fellow
I am an 1851 Research Fellow at the Department of Computer Science and a College Research Associate affiliated to Sidney Sussex College. I formerly held positions as an Assistant Professor (Research-focused), Research Fellow, and Postdoctoral Research Associate in the Department of Computer Science at the University of Warwick between September 2020 and August 2023.
Research Interests
- Theoretical Computer Science
- Quantum Computing
- Quantum Information
Most of my recent work addresses (quantum) Algorithms and Complexity Theory, Learning Theory, Machine Learning, and Property Testing. I am also more broadly interested in Theoretical Physics.
Career
- 2023- : Senior Research Fellow, Department of Computer Science, University of Cambridge
- 2022-2023 : 1851 Research Fellow, Department of Computer Science & DIMAP, University of Warwick
- 2020-2022 : Postdoctoral Research Associate, Department of Computer Science & DIMAP, University of Warwick (Host: Tom Gur)
- 2016-2020 : PhD, St. Catharine's College & DAMTP, University of Cambridge. Supervisor: Richard Jozsa.
Teaching
In Lent term 2023-24 and Michaelmas Term 2024-25, I lectured Quantum Computation for Part III (4th year / masters) students in Mathematics. I currently supervise three Part III essays.
Scholarships and Awards
- 2022-2025 : Royal Commission for the Exhibition of 1851 Research Fellowship in Science and Engineering
- Sept. 2024 : Invited as a Young Researcher to the 11th Heidelberg Laureate Forum
- Sept. 2024 : Invited to Dagstuhl Seminar 24381 on Computational Complexity
- 2023-2025 : College Research Associateship, Sidney Sussex College, Cambridge
- 2023 : Faculty of Science, Engineering and Medicine PostDoc Prize, University of Warwick
- 2016-2020 : Cambridge-India Ramanujan Scholarship (Cambridge Trust + SERB, Govt. of India)
- 2015-2016 : Pemanda-Monappa Scholarship (Cambridge Trust)
Selected Publications
Quantum Circuits surpass Biased Threshold Circuits in Constant-Depth
with Min-Hsiu Hsieh, Leandro Mendes, and Michael Oliveira
Accepted for publication in Nature Communications
TQC 2024
QPL 2024
Information-theoretic generalization bounds for learning from quantum data
with Matthias Caro, Tom Gur, Cambyse Rouzé, and Daniel Stilck França
COLT 2024
TQC 2024
A remark on the quantum complexity of the Kronecker coefficients
with Christian Ikenmeyer
QIP 2024
Quantum Ridgelet Transform: Winning the Neural Network Lottery Ticket
with Hayata Yamasaki, Satoshi Hayakawa, and Sho Sonoda
ICML 2023
Quantum Worst-Case to Average-Case Reductions for All Linear Problems
with Vahid R. Asadi, Alexander Golovnev, Tom Gur, and Igor Shinkar
QIP 2023
Sublinear quantum algorithms for estimating von Neumann entropy
with Min-Hsiu Hsieh and Tom Gur
QIP 2022
A quantum search decoder for Natural Language Processing
with Johannes Bausch and Stephen Piddock
Quantum Machine Intelligence 3 16, 2021
Quantum algorithm for estimating Renyi entropies of quantum states
with Min-Hsiu Hsieh
Physical Review A 104, 022428 (2021)
Learning with optimized random features: Exponential Speedup by Quantum ML
with Hayata Yamasaki, Sho Sonoda, and Masato Koashi
NeurIPS 2020
Implementing smooth functions of a Hermitian matrix on a quantum computer
with Steve Brierley and Richard Jozsa
Journal of Physics Communications 3(6), 65002 (2019)
Stable non-spherical configurations of rotating magnetized white dwarfs
with Banibrata Mukhopadhyay
Monthly Notices of the Royal Astronomical Society 454(1), pp. 752-765 (2015)
Preprints
Quantum Channel Testing in Average-Case Distance
with Greg Rosenthal, Hugo Aaronson, Animesh Datta, and Tom Gur
arXiv:2409.12566
Spectral sparsification of matrix inputs as a preprocessing step for quantum algorithms
with Steven Herbert
arXiv:1910.02861
Do black holes store negative entropy?
with Koji Azuma and Go Kato
arXiv:1807.06753
Accepted for publication in Progress in Theoretical and Experimental Physics (PTEP)
Thesis
Quantum Algorithms for Matrix Problems and Machine Learning
PhD thesis, 2020
Supervised by Richard Jozsa
Themes
Professional Activities
- Local organiser of CCC 2023 (with Tom Gur and Artur Czumaj)