Search Results for author: Dhananjay Saikumar

Found 2 papers, 0 papers with code

DRIVE: Dual Gradient-Based Rapid Iterative Pruning

no code implementations1 Apr 2024 Dhananjay Saikumar, Blesson Varghese

Pruning methods, such as iterative magnitude-based pruning (IMP) achieve up to a 90% parameter reduction while retaining accuracy comparable to the original model.

NeuroFlux: Memory-Efficient CNN Training Using Adaptive Local Learning

no code implementations21 Feb 2024 Dhananjay Saikumar, Blesson Varghese

NeuroFlux segments a CNN into blocks based on GPU memory usage and further attaches an auxiliary network to each layer in these blocks.

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