Manifold-Constrained Hyper-Connections with fused Triton kernels for efficient training
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Updated
Mar 10, 2026 - Python
Manifold-Constrained Hyper-Connections with fused Triton kernels for efficient training
Comparing ResNet vs Hyper-Connections vs causal Sinkhorn mHC on Fashion-MNIST using MLX.
Manifold-constrained hyper-connections for Qwen3-0.6B
KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices
Official PyTorch implementation of mHC-SSM: manifold-constrained multi-stream residual mixing for State Space Language Models, extended with stream-specialized adapters for improved WikiText-2 perplexity.
Reproduction of DeepSeek's mHC (Manifold-Constrained Hyper-Connections), from 10M to 2.5B parameters, logging how much each residual connection amplifies the signal.
Multi-head mHC (manifold-constrained hyper-connections): code, raw results of 626 TPU runs, and the paper
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