Some thoughts about constrained sampling algorithms

47 mins 21 secs,  86.62 MB,  MP3  44100 Hz,  249.76 kbits/sec
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Description: Leimkuhler, B
Thursday 21st November 2019 - 13:50 to 14:30
 
Created: 2019-11-22 12:41
Collection: Geometry, compatibility and structure preservation in computational differential equations
Publisher: Isaac Newton Institute
Copyright: Leimkuhler, B
Language: eng (English)
Distribution: World     (downloadable)
Explicit content: No
Aspect Ratio: 16:9
Screencast: No
Bumper: UCS Default
Trailer: UCS Default
 
Abstract: I will survey our work on algorithms for sampling diffusions on manifolds, including isokinetic methods and constrained Langevin dynamics methods. These have mostly been introduced and tested in the setting of molecular dynamics. It is interesting to consider possible uses of these ideas in other types of sampling computations, like neural network parameterization and training of generative models.
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