Zobrazeno 1 - 10
of 705
pro vyhledávání: '"Jacobson, Daniel A."'
Autor:
Lagergren, John, Pavicic, Mirko, Chhetri, Hari B., York, Larry M., Hyatt, P. Doug, Kainer, David, Rutter, Erica M., Flores, Kevin, Bailey-Bale, Jack, Klein, Marie, Taylor, Gail, Jacobson, Daniel, Streich, Jared
Plant phenotyping is typically a time-consuming and expensive endeavor, requiring large groups of researchers to meticulously measure biologically relevant plant traits, and is the main bottleneck in understanding plant adaptation and the genetic arc
Externí odkaz:
http://arxiv.org/abs/2301.10351
Autor:
D'Arms, Justin, author, Jacobson, Daniel, author
Externí odkaz:
https://doi.org/10.1093/oso/9780199256402.001.0001
Continuum models are commonly used to study dendritic deposition in fields ranging from nonequilibrium statistical mechanics to battery research. However, the continuum approximation underlying these models is poorly understood, even in the simplifie
Externí odkaz:
http://arxiv.org/abs/2204.01173
Autor:
Pion-Tonachini, Luca, Bouchard, Kristofer, Martin, Hector Garcia, Peisert, Sean, Holtz, W. Bradley, Aswani, Anil, Dwivedi, Dipankar, Wainwright, Haruko, Pilania, Ghanshyam, Nachman, Benjamin, Marrone, Babetta L., Falco, Nicola, Prabhat, Arnold, Daniel, Wolf-Yadlin, Alejandro, Powers, Sarah, Climer, Sharlee, Jackson, Quinn, Carlson, Ty, Sohn, Michael, Zwart, Petrus, Kumar, Neeraj, Justice, Amy, Tomlin, Claire, Jacobson, Daniel, Micklem, Gos, Gkoutos, Georgios V., Bickel, Peter J., Cazier, Jean-Baptiste, Müller, Juliane, Webb-Robertson, Bobbie-Jo, Stevens, Rick, Anderson, Mark, Kreutz-Delgado, Ken, Mahoney, Michael W., Brown, James B.
We outline emerging opportunities and challenges to enhance the utility of AI for scientific discovery. The distinct goals of AI for industry versus the goals of AI for science create tension between identifying patterns in data versus discovering pa
Externí odkaz:
http://arxiv.org/abs/2111.13786
Autor:
Ladau, Joshua, Brodie, Eoin L., Falco, Nicola, Bansal, Ishan, Hoffman, Elijah B., Joachimiak, Marcin P., Mora, Ana M., Walker, Angelica M., Wainwright, Haruko M., Wu, Yulun, Pavicic, Mirko, Jacobson, Daniel, Hess, Matthias, Brown, James B., Abuabara, Katrina
Publikováno v:
In Infectious Disease Modelling June 2024 9(2):634-643
Autor:
Wu, Yulun, Cashman, Mikaela, Choma, Nicholas, Prates, Érica T., Vergara, Verónica G. Melesse, Shah, Manesh, Chen, Andrew, Clyde, Austin, Brettin, Thomas S., de Jong, Wibe A., Kumar, Neeraj, Head, Martha S., Stevens, Rick L., Nugent, Peter, Jacobson, Daniel A., Brown, James B.
We developed Distilled Graph Attention Policy Network (DGAPN), a reinforcement learning model to generate novel graph-structured chemical representations that optimize user-defined objectives by efficiently navigating a physically constrained domain.
Externí odkaz:
http://arxiv.org/abs/2106.02190
Autor:
Whitelam, Stephen, Jacobson, Daniel
Publikováno v:
Phys. Rev. E 103, 032152 (2021)
Singularities of dynamical large-deviation functions are often interpreted as the signal of a dynamical phase transition and the coexistence of distinct dynamical phases, by analogy with the correspondence between singularities of free energies and e
Externí odkaz:
http://arxiv.org/abs/2012.09128
Autor:
O’Banion, Bridget S., Jones, Piet, Demetros, Alexander A., Kelley, Brittni R., Knoor, Leah H., Wagner, Andrew S., Chen, Jin-Gui, Muchero, Wellington, Reynolds, Todd B., Jacobson, Daniel, Lebeis, Sarah L.
Publikováno v:
In Current Biology 7 August 2023 33(15):3111-3124
We show how to calculate the likelihood of dynamical large deviations using evolutionary reinforcement learning. An agent, a stochastic model, propagates a continuous-time Monte Carlo trajectory and receives a reward conditioned upon the values of ce
Externí odkaz:
http://arxiv.org/abs/1909.00835
Autor:
Jacobson, Daniel, Whitelam, Stephen
Publikováno v:
Phys. Rev. E 100, 052139 (2019)
We describe a simple form of importance sampling designed to bound and compute large-deviation rate functions for time-extensive dynamical observables in continuous-time Markov chains. We start with a model, defined by a set of rates, and a time-exte
Externí odkaz:
http://arxiv.org/abs/1903.06098