activity
20192026
most citedKohn-Sham equations as regularizer: building prior knowledge into machine-learned physics

180 citations · 419 across the 11 of their papers we have counts for

collaborators

11 papers

cond-mat.mtrl-sci2026

Conditional probability density functional theory for solids

Peiwei You, Ryan Pederson, Kieron Burke +1

The recently developed conditional probability density functional theory (CP-DFT) yields direct access to the exchange-correlation hole of a system, an important correlation functi…

physics.chem-ph2023★ 1 cited

The difference between molecules and materials: Reassessing the role of exact conditions in density functional theory

Ryan Pederson, Kieron Burke

Exact conditions have long been used to guide the construction of density functional approximations. But hundreds of empirical-based approximations tailored for chemistry are in us…

cs.DM2022★ 2 cited

Attractor Stability in Finite Asynchronous Biological System Models

Henning S. Mortveit, Ryan Pederson

We present mathematical techniques for exhaustive studies of long-term dynamics of asynchronous biological system models. Specifically, we extend the notion of -equivalence deve…

math-ph2022★ 16 cited

Seven Useful Questions in Density Functional Theory

Steven Crisostomo, Ryan Pederson, John Kozlowski +6

We explore a variety of unsolved problems in density functional theory, where mathematicians might prove useful. We give the background and context of the different problems, and w…

physics.comp-ph2022★ 123 cited

Machine learning and density functional theory

Ryan Pederson, Bhupalee Kalita, Kieron Burke

Over the past decade machine learning has made significant advances in approximating density functionals, but whether this signals the end of human-designed functionals remains to…

physics.chem-ph2022★ 10 cited

Conditional probability density functional theory

Ryan Pederson, Jielun Chen, Steven R. White +1

We present conditional probability (CP) density functional theory (DFT) as a formally exact theory. In essence, CP-DFT determines the ground-state energy of a system by finding the…