38 citations · 40 across the 3 of their papers we have counts for
3 papers
Generative diffusion model surrogates for mechanistic agent-based biological models
Tien Comlekoglu, J. Quetzalcoatl Toledo-Marín, Douglas W. DeSimone +3
Mechanistic, multicellular, agent-based models are commonly used to investigate tissue, organ, and organism-scale biology at single-cell resolution. The Cellular-Potts Model (CPM)…
Surrogate modeling of Cellular-Potts Agent-Based Models as a segmentation task using the U-Net neural network architecture
Tien Comlekoglu, J. Quetzalcóatl Toledo-Marín, Tina Comlekoglu +4
The Cellular-Potts model is a powerful and ubiquitous framework for developing computational models for simulating complex multicellular biological systems. Cellular-Potts models (…
Innovations in Integrating Machine Learning and Agent-Based Modeling of Biomedical Systems
Nikita Sivakumar, Cameron Mura, Shayn M. Peirce
Agent-based modeling (ABM) is a well-established paradigm for simulating complex systems via interactions between constituent entities. Machine learning (ML) refers to approaches w…