Learnability for the Information Bottleneck
The Information Bottleneck (IB) method provides an insightful and principled approach for balancing compression and prediction for representation learning. The IB objective I ( X ; Z ) - β I ( Y ; Z ) employs a Lagrange multiplier β to tune this trade-off. However, in practice, not only is β chosen...
Main Authors: | , , , |
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Other Authors: | |
Format: | Article |
Language: | English |
Published: |
MDPI AG,
2020-07-02T16:14:43Z.
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Subjects: | |
Online Access: | Get fulltext |