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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 24, 2026
  • C++

saverin0 / sar-transfer-domains

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Do frozen image encoders transfer to radar images outside glaciers? Part two of a SAR transfer series. Sentinel-1 glacial lakes, snow, forest types and alpine glaciers with frozen satellite DINOv3 and C-RADIOv4, a linear probe and a small decoder, and frozen-feature views.

forest pytorch remote-sensing transfer-learning sar semantic-segmentation earth-observation synthetic-aperture-radar sentinel-1 snow-cover glaciers foundation-models glacial-lakes dinov3 frozen-encoder c-radio
  • Updated Oct 5, 2026
  • Jupyter Notebook

saverin0 / sar-transfer-distillation

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Can a distilled student match its frozen teachers on radar? Part four of a SAR transfer series. A C-RADIO-style ViT-B student learns from SigLIP2, satellite DINOv3, PE-Spatial and TerraFM-B reading Sentinel-1, scored with frozen features on glacial lakes, snow, forest types and alpine glaciers.

forest pytorch remote-sensing transfer-learning sar semantic-segmentation knowledge-distillation earth-observation synthetic-aperture-radar sentinel-1 snow-cover glaciers foundation-models glacial-lakes siglip2 dinov3 perception-encoder frozen-encoder c-radio terrafm
  • Updated Oct 5, 2026
  • Python

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

saverin0 / sar-transfer-glaciers

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Do frozen image encoders transfer to SAR? Glacier calving fronts on CaFFe with frozen DINOv3 (satellite and photo), C-RADIO, TerraMind and SARATR-X and small heads, against a U-Net from scratch; pixel size vs radar band; frozen-feature views.

pytorch remote-sensing transfer-learning sar semantic-segmentation earth-observation synthetic-aperture-radar glaciers foundation-models dinov3 frozen-encoder calving-front
  • Updated Oct 5, 2026
  • Jupyter Notebook

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