Publications

Publications by Year

Selected publications grouped by year. For citation counts and the full live list, see Google Scholar.

2026

1. arXiv

   CRUMB: Efficient Prior Fitted Network Inference via Distributionally Matched Context Batching

   Paper
2. arXiv

   Experimental demonstration of quantum advantage in communication complexity for Euclidean distance problem

   Paper
3. arXiv

   Entropy Distribution as a Fingerprint for Hallucinations in Generative Models

   Paper
4. arXiv

   Anytime Training with Schedule-Free Spectral Optimization

   Paper
5. NeurIPS

   A unified framework for provably efficient algorithms to estimate Shapley values

   Paper
6. US Patent

   Systems and methods for providing secure differential privacy using certifiable randomness protocols

2025

1. US Patent Application

   Systems and methods for generating jointly certifiable randomness and providing jointly certifiable randomness via publicly-certifiable randomness beacons

2. arXiv

   Realization of a Quantum Streaming Algorithm on Long-lived Trapped-ion Qubits

   Paper
3. Nature Reviews Physics

   Applications of certified randomness

4. arXiv

   A simple analysis of a quantum-inspired algorithm for solving low-rank linear systems

   Paper
5. US Patent Application

   Systems and methods for construction and retraining of decision trees ensemble using hybrid classical-quantum algorithms

6. US Patent Application

   Systems and methods for approximation of Shapley values in memory-constrained environments

7. arXiv

   MetaTT: A global tensor-train Adapter for parameter-efficient fine-tuning

   Paper
8. arXiv

   GPU-Parallelizable Randomized Sketch-and-Precondition for Linear Regression using Sparse Sign Sketches

   Paper
9. npj Quantum Information

   Characterizing privacy in quantum machine learning

   Paper
10. arXiv

    Provably faster randomized and quantum algorithms for k-means clustering via uniform sampling

    Paper
11. arXiv

    A numerical gradient inversion attack in variational quantum neural-networks

    Paper
12. Nature

    Certified randomness using a trapped-ion quantum processor

    Paper
13. arXiv

    New Improvements in Solving Large LABS Instances Using Massively Parallelizable Memetic Tabu Search

    Paper
14. US Patent Application

    Systems and methods for decision tree construction and update using quantum algorithms

15. Quantum

    Des-q: a quantum algorithm to provably speedup retraining of decision trees

    Paper

2024

1. arXiv

   Adaptive and robust watermark for generative tabular data

   Paper
2. Physical Review Letters

   Blind quantum machine learning with quantum bipartite correlator

   Paper
3. Nature Communications

   Characterizing barren plateaus in quantum ansätze with the adjoint representation

   Paper
4. Quantum Science and Technology

   Privacy-preserving quantum federated learning via gradient hiding

   Paper
5. DAC

   Challenges and opportunities of quantum optimization in finance

6. arXiv

   Qc-forest: a classical-quantum algorithm to provably speedup retraining of random forest

   Paper
7. Science Advances

   Evidence of scaling advantage for the quantum approximate optimization algorithm on a classically intractable problem

   Paper
8. arXiv

   Prospects of privacy advantage in quantum machine learning

   Paper
9. WO Patent

   Computing integral transforms based on physics informed neural networks

10. arXiv

    Quantum option pricing via the Karhunen-Loeve expansion

    Paper

2023

1. Physical Review Research

   Hardness of the maximum-independent-set problem on unit-disk graphs and prospects for quantum speedups

   Paper
2. arXiv

   Expressive variational quantum circuits provide inherent privacy in federated learning

   Paper
3. Quantum

   Variational quantum algorithm for unconstrained black box binary optimization: Application to feature selection

   Paper

2022

1. Quantum

   Graph neural network initialisation of quantum approximate optimisation

   Paper
2. Quantum Science and Technology

   On the connection between quantum pseudorandomness and quantum hardware assumptions

   Paper
3. arXiv

   Integral transforms in a physics-informed (quantum) neural network setting: Applications & use-cases

   Paper
4. Physical Review A

   Progress toward practical quantum cryptanalysis by variational quantum cloning

   Paper

2021

1. Physical Review Research

   Optimal quantum-programmable projective measurements with coherent states

   Paper
2. ACM Transactions on Quantum Computing

   Client-server identification protocols with quantum PUF

   Paper
3. Quantum Science and Technology

   Quantum versus classical generative modelling in finance

   Paper
4. Nature Communications

   Experimental demonstration of quantum advantage for NP verification with limited information

   Paper
5. arXiv

   Efficient construction of quantum physical unclonable functions with unitary t-designs

   Paper

2020

1. arXiv

   Variational quantum cloning: Improving practicality for quantum cryptanalysis

   Paper

2019

1. Cryptography

   Practically feasible robust quantum money with classical verification

   Paper
2. Nature Communications

   Experimental demonstration of quantum advantage for one-way communication complexity surpassing best-known classical protocol

   Paper
3. Quantum Information and Measurement

   Quantum communication advantage with coherent states and one beam splitter

2017

1. Physical Review A

   Efficient quantum communications with coherent state fingerprints over multiple channels

   Paper

2015

1. Physical Review Letters

   Nonlocality and conflicting interest games

   Paper
2. GdR Information Quantique

   Quantum fingerprinting with coherent states for multiple clients

2013

1. arXiv

   Quantum algorithm to solve a maze: converting the maze problem into a search problem

   Paper

Talks and Conferences

• NeurIPS 2025 acceptance for explainability work (paper).
• Speaker acceptances: QTML 2024, QIP 2024, APS March Meeting 2023 and 2022, Quantum Tech Conference 2022, RE-Work Deep Learning Summit 2022, QCrypt 2019, CQIS 2018, GdR IQFA 2015, and Quantum Information Processing and Communications 2015.
• Poster acceptances: QIP 2024, QTML 2023, GdR IQFA 2017, QCrypt 2016, and TQC 2016.