5 citations · 6 across the 3 of their papers we have counts for
3 papers
quant-ph2025★ 1 cited
Expressivity Limits in Quantum Walk-based Optimization
Guilherme A. Bridi, Debbie Lim, Lirandë Pira +3
Quantum algorithms have emerged as a promising tool to solve combinatorial optimization problems. The quantum walk optimization algorithm (QWOA) is one such variational approach th…
cs.LG2024
Quantum Algorithm for Sparse Online Learning with Truncated Gradient Descent
Debbie Lim, Yixian Qiu, Patrick Rebentrost +1
Logistic regression, the Support Vector Machine (SVM), and least squares are well-studied methods in the statistical and computer science community, with various practical applicat…
quant-ph2023★ 5 cited
Quantum Algorithms for the Pathwise Lasso
Joao F. Doriguello, Debbie Lim, Chi Seng Pun +2
We present a novel quantum high-dimensional linear regression algorithm with an -penalty based on the classical LARS (Least Angle Regression) pathwise algorithm. Similarly…