✨CosineGate: Semantic Dynamic Routing via Cosine Incompatibility in Residual Networks
📝 Summary:
CosineGate enables dynamic routing in residual networks using cosine incompatibility to skip redundant blocks. This reduces computation by up to 28.5 percent while matching or exceeding ResNet-20 accuracy, without auxiliary supervision.
🔹 Publication Date: Published on Dec 21, 2025
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.22206
• PDF: https://arxiv.org/pdf/2512.22206
• Github: https://github.com/thotayogeswarreddy/CosineGate
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#DeepLearning #NeuralNetworks #DynamicRouting #ModelEfficiency #AIResearch
📝 Summary:
CosineGate enables dynamic routing in residual networks using cosine incompatibility to skip redundant blocks. This reduces computation by up to 28.5 percent while matching or exceeding ResNet-20 accuracy, without auxiliary supervision.
🔹 Publication Date: Published on Dec 21, 2025
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.22206
• PDF: https://arxiv.org/pdf/2512.22206
• Github: https://github.com/thotayogeswarreddy/CosineGate
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#DeepLearning #NeuralNetworks #DynamicRouting #ModelEfficiency #AIResearch
👍1