72 citations · 542 across the 65 of their papers we have counts for
73 papers
Exploiting Low-Rank Objective Structure in Discrete Quadratic Optimization
Ria Stevens, Fangshuo Liao, Barbara Su +3
We study the problem of maximizing a complex-valued quadratic form over the roots of unity. We show that when the objective matrix $\mathbf{Q}^\star \in \mathbb{C}^…
Thinking Out of the Box: Hybrid SAT Solving by Unconstrained Continuous Optimization
Zhiwei Zhang, Samy Wu Fung, Anastasios Kyrillidis +2
The Boolean satisfiability (SAT) problem lies at the core of many applications in combinatorial optimization, software verification, cryptography, and machine learning. While state…
Unveiling Hidden Pivotal Players with GoalNet: A GNN-Based Soccer Player Evaluation System
Jacky Hao Jiang, Jerry Cai, Anastasios Kyrillidis
Soccer analysis tools emphasize metrics such as expected goals, leading to an overrepresentation of attacking players' contributions and overlooking players who facilitate ball con…
Using non-convex optimization in quantum process tomography: Factored gradient descent is tough to beat
David A. Quiroga, Anastasios Kyrillidis
We propose a non-convex optimization algorithm, based on the Burer-Monteiro (BM) factorization, for the quantum process tomography problem, in order to estimate a low-rank process…
Stochastic Implicit Neural Signed Distance Functions for Safe Motion Planning under Sensing Uncertainty
Carlos Quintero-Peña, Wil Thomason, Zachary Kingston +2
Motion planning under sensing uncertainty is critical for robots in unstructured environments to guarantee safety for both the robot and any nearby humans. Most work on planning un…
Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size
John Chen, Chen Dun, Anastasios Kyrillidis
Advances in Semi-Supervised Learning (SSL) have almost entirely closed the gap between SSL and Supervised Learning at a fraction of the number of labels. However, recent performanc…