Workshop: Learning Meaningful Representations of Life (LMRL.org)
Elizabeth Wood, Debora Marks, Thouis Jones, Adji Dieng, Alan Aspuru-Guzik, Anshul Kundaje, Barbara Engelhardt, Chang Liu, Edward Boyden, Kresten Lindorff-Larsen, Mor Nitzan, Smita Krishnaswamy, Wouter Boomsma, Yixin Wang, David Van Valen, Orr Ashenberg
2020-12-11T06:00:00-08:00 - 2020-12-11T18:15:00-08:00
more: http://www.lmrl.org
Abstract: This workshop is designed to bring together trainees and experts in machine learning with those in the very forefront of biological research today for this purpose. Our full-day workshop will advance the joint project of the CS and biology communities with the goal of "Learning Meaningful Representations of Life" (LMRL), emphasizing interpretable representation learning of structure and principle. As last year, the workshop will be oriented around four layers of biological abstraction: molecule, cell, synthetic biology, and phenotypes.
Mapping structural molecular detail to organismal phenotype and function; predicting emergent effects of human genetic variation; and designing novel interventions including prevention, diagnostics, therapeutics, and the development of new synthetic biotechnologies for causal investigations are just some of the challenges that hinge on appropriate formal structures to make them accessible to the broadest possible community of computer scientists, statisticians, and their tools.
Mapping structural molecular detail to organismal phenotype and function; predicting emergent effects of human genetic variation; and designing novel interventions including prevention, diagnostics, therapeutics, and the development of new synthetic biotechnologies for causal investigations are just some of the challenges that hinge on appropriate formal structures to make them accessible to the broadest possible community of computer scientists, statisticians, and their tools.
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Schedule
2020-12-11T06:00:00-08:00 - 2020-12-11T06:30:00-08:00
Nuria Lopez-Bigas
Nuria Lopez-Bigas
2020-12-11T06:30:00-08:00 - 2020-12-11T07:00:00-08:00
Poster Session I - All Posters
2020-12-11T07:00:00-08:00 - 2020-12-11T07:15:00-08:00
Timothy Springer
2020-12-11T07:15:00-08:00 - 2020-12-11T08:00:00-08:00
Cell Panel
2020-12-11T08:00:00-08:00 - 2020-12-11T08:27:00-08:00
Viviana Gradinaru
Viviana Gradinaru
2020-12-11T08:00:00-08:00 - 2020-12-11T08:37:00-08:00
Akiko Iwasaki
Akiko Iwasaki
2020-12-11T08:27:00-08:00 - 2020-12-11T09:47:00-08:00
Sri Kosuri
2020-12-11T09:03:00-08:00 - 2020-12-11T09:30:00-08:00
Sam Riesenfeld - TBA
Samantha Riesenfeld
2020-12-11T09:07:00-08:00 - 2020-12-11T09:47:00-08:00
Chang Liu
Chang Liu
2020-12-11T09:30:00-08:00 - 2020-12-11T10:15:00-08:00
Juan Caicedo and Shantanu Singh
Shantanu Singh, Juan Caicedo
2020-12-11T10:00:00-08:00 - 2020-12-11T10:06:00-08:00
Hirunima Jayasekara
Hirunima Jayasekara
2020-12-11T10:00:00-08:00 - 2020-12-11T11:00:00-08:00
Phenotype Panel
2020-12-11T10:15:00-08:00 - 2020-12-11T10:35:00-08:00
Surojit Biswas
Surge Biswas, Surge Biswas
2020-12-11T10:36:00-08:00 - 2020-12-11T11:06:00-08:00
Geoffrey Schiebinger
Geoffrey Schiebinger
2020-12-11T10:36:00-08:00 - 2020-12-11T10:55:00-08:00
Claus Hélix-Nielsen
2020-12-11T10:55:00-08:00 - 2020-12-11T11:25:00-08:00
Jose Miguel Hernandez Lobato
Jose Miguel Hernández-Lobato
2020-12-11T12:10:00-08:00 - 2020-12-11T12:45:00-08:00
Pamela Silver and Debora Marks
2020-12-11T12:45:00-08:00 - 2020-12-11T14:00:00-08:00