Grokkit: A Unified Framework Grokked NN

Grokkit: A Unified Framework Grokked NN

https://doi.org/10.5281/zenodo.18072859

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Grokkit: Zero-shot resolution scaling for spectral operators I’ve released Grokkit, a framework for training neural networks as continuous operators rather than discrete functions. The core: Uses spectral consistency to enable zero-shot transfer across discretization scales. The result: Train on low-res, deploy on high-res with minimal MSE degradation (1.80 to 0.02). Efficiency: Deterministic, hallucination-free execution on consumer CPUs.
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Grokkit: A Unified Framework Grokked NN gallery image
Grokkit: A Unified Framework Grokked NN gallery image
Grokkit: A Unified Framework Grokked NN gallery image
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