| dc.contributor.author | Charvin, Hippolyte | |
| dc.contributor.author | Catenacci Volpi, Nicola | |
| dc.contributor.author | Polani, Daniel | |
| dc.date.accessioned | 2024-03-25T13:02:59Z | |
| dc.date.available | 2024-03-25T13:02:59Z | |
| dc.date.issued | 2022-11-21 | |
| dc.identifier.citation | Charvin , H , Catenacci Volpi , N & Polani , D 2022 , ' Successive Refinement and Coarsening of the Information Bottleneck ' , Paper presented at NeurIPS 2022 Workshop on Information-Theoretic Principles in Cognitive Systems , New Orleans , United States , 3/12/22 - 3/12/22 pp. 1-8 . | |
| dc.identifier.citation | workshop | |
| dc.identifier.other | ORCID: /0000-0002-3233-5847/work/152250374 | |
| dc.identifier.uri | http://hdl.handle.net/2299/27485 | |
| dc.description.abstract | We study two central aspects of information processing in cognitive systems: one is the ability to incorporate fresh information to already learnt models; the other is the “trickling” of information through the many layers of a cognitive processing pipeline. We investigate the extent to which these specific structures of cognitive processing impact their informational optimal limits. To do so, we present mathematical characterisations and low-dimensional numerical examples, which explore formal properties of the Information Bottleneck method: namely, how it relates to successive refinement, and successive coarsening of information. | en |
| dc.format.extent | 8 | |
| dc.format.extent | 1553230 | |
| dc.language.iso | eng | |
| dc.relation.ispartof | | |
| dc.subject | Incremental learning | |
| dc.subject | Information Bottleneck | |
| dc.subject | Successive Refinement | |
| dc.title | Successive Refinement and Coarsening of the Information Bottleneck | en |
| dc.contributor.institution | School of Physics, Engineering & Computer Science | |
| dc.contributor.institution | Department of Computer Science | |
| dc.contributor.institution | Centre for Future Societies Research | |
| dc.contributor.institution | Adaptive Systems | |
| dc.contributor.institution | Centre for Computer Science and Informatics Research | |
| dc.description.status | Peer reviewed | |
| dc.identifier.url | https://openreview.net/forum?id=n8SjRRQB5Q7 | |
| rioxxterms.type | Other | |
| herts.preservation.rarelyaccessed | true | |
