4 papers
AdvDINO: Domain-Adversarial Self-Supervised Representation Learning for Spatial Proteomics
Stella Su, Marc Harary, Scott J. Rodig +1
Self-supervised learning (SSL) has emerged as a powerful approach for learning visual representations without manual annotations. However, the robustness of standard SSL methods to…
A Courcelle-Type Metatheorem for Rank-Bounded Unconstrained Binary Optimization
Marc Harary
We present the first uniform XP exact algorithm for unconstrained binary optimization of quadratic, polynomial, fractional, and other objectives under a single parameter, the diffe…
Fluoroformer: Scaling multiple instance learning to multiplexed images via attention-based channel fusion
Marc Harary, Eliezer M. Van Allen, William Lotter
Though multiple instance learning (MIL) has been a foundational strategy in computational pathology for processing whole slide images (WSIs), current approaches are designed for tr…
Combinatorial optimization of the coefficient of determination
Marc Harary
Robust correlation analysis is among the most critical challenges in statistics. Herein, we develop an efficient algorithm for selecting the - subset of points in the plane…