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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Raunak Dev

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Conference Jul 2026

Adaptive Gating Dynamics for Layer-Wise Sparsity Learning and Neural Network Pruning

Deep neural networks often contain substantial parameter redundancy, resulting in unnecessary computational cost and energy consumption. This work presents a dynamically adaptive gating mechanism for learning layer-wise sparsity through differentiable masking. In the proposed framework, each network parameter is associ...

Raunak Dev, Mydhily Sankar, Devaprabha Biju S et al. · 0 citations

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