Information-theoretic intrinsic motivation: From individuals to collectives
Ilya Nemenman
Warren Hall room 205A and via Zoom (see note below to request the zoom link)
I will introduce generalized empowerment maximization—an information-theoretic framework for modeling intrinsic motivation. I’ll show how to compute empowerment under practical approximations. I will then show how agents driven by this objective can solve standard control problems with no external rewards. Extending this to multi-agent settings, I will present numerical experiments showing how such agents interacting can give rise to qualitatively diverse behaviors—from antagonism to cooperation—reminiscent of living systems. A mathematical understanding of these phenomena is still waiting to be found.
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To request the Zoom link send an email to jteeters@berkeley.edu. Also indicate if you would like to be added to the Redwood Seminar mailing list.
To be announced
Stella Yu
Warren Hall room 205A and via Zoom (see note below to request the zoom link)
Abstract to be announced.
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To request the Zoom link send an email to jteeters@berkeley.edu. Also indicate if you would like to be added to the Redwood Seminar mailing list.
To be announced
Nicolas Brunel
Warren Hall room 205A and via Zoom (see note below to request the zoom link)
Abstract to be announced.
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To request the Zoom link send an email to jteeters@berkeley.edu. Also indicate if you would like to be added to the Redwood Seminar mailing list.
To be announced
Sophia Sanborn
Warren Hall room 205A and via Zoom (see note below to request the zoom link)
Abstract to be announced.
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To request the Zoom link send an email to jteeters@berkeley.edu. Also indicate if you would like to be added to the Redwood Seminar mailing list.
To be announced
Scott Linderman
Warren Hall room 205A and via Zoom (see note below to request the zoom link)
Abstract to be announced.
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To request the Zoom link send an email to jteeters@berkeley.edu. Also indicate if you would like to be added to the Redwood Seminar mailing list.