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frozen-encoder

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dliptak001 / HypercubeWorldModel

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World model on a Boolean hypercube: frozen reservoir encoders and a locally connected predictor that learns how the latent code moves under an action. C++20, no dependencies.

python machine-learning deep-learning neural-network cpp numpy planning reservoir-computing hypercube pybind11 model-predictive-control model-based-rl dm-control cpp23 jepa world-model latent-dynamics frozen-encoder locally-connected-network hypercube-ai
  • Updated Sep 15, 2026
  • C++

danlex / nanolearn

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Frozen encoder + Mahalanobis prototype for class-incremental intent classification. 50+ experiments across BANKING77, CLINC150, HWU64, AG News. Matches fine-tuned baselines at 5MB state with zero forgetting, order-invariance, 455 QPS.

python nlp benchmark machine-learning research reproducible-research pytorch mahalanobis-distance intent-classification continual-learning catastrophic-forgetting few-shot-learning sentence-transformers clinc150 class-incremental-learning prototype-learning banking77 frozen-encoder
  • Updated Apr 13, 2026
  • Python

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