cff-version: 1.2.0 title: Shannon Control Unit message: "If you use this software, please cite it as below." type: software authors: - given-names: Hunter family-names: Bown email: hunter@shannonlabs.dev repository-code: https://huggingface.co/hunterbown/shannon-control-unit url: https://huggingface.co/hunterbown/shannon-control-unit abstract: >- Shannon Control Unit (SCU) introduces adaptive regularization through control theory to language model training, using a PI controller to maintain optimal MDL compression ratios. keywords: - machine learning - control theory - regularization - language models - information theory license: Apache-2.0 version: 1.0.0 date-released: 2025-01-01