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linear-rnn

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Saryu: a recurrent language model whose state is moved by input-dependent Householder reflections. Open architecture research from India — constant memory per token, an exact parallel kernel, and two technical reports: the architecture, and what the same transport does when it fails (it collapses onto exact group quotients).

  • Updated Sep 22, 2026
  • Python

minGRU (Feng et al.) in PyTorch, plus a measured ladder of state-tracking recoveries — signed, rotation, Givens, and delta (DeltaNet-style Householder products) mixers with time decay, all under one parallel scan — with fused Triton GPU kernels as an optional backend

  • Updated Sep 23, 2026
  • Python

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