Publications

2024

Advanced Neural Network Optimization Techniques for Large-Scale Machine Learning

Dr. Academic Name, Jane Researcher, Prof. Senior Collaborator

Proceedings of the International Conference on Machine Learning (ICML)

We present novel optimization techniques for training large-scale neural networks that significantly reduce computational overhead while maintaining model performance. Our approach introduces adaptive learning rate scheduling combined with gradient compression...

DOI arXiv PDF Code Website

Mathematical Analysis of Gradient Descent Convergence

Dr. Academic Name, Prof. Mathematics Expert

Journal of Mathematical Optimization

We present a rigorous mathematical analysis of gradient descent convergence rates under various smoothness conditions. Our main theorem establishes that for $L$-smooth functions, the convergence rate is $\mathcal{O}(1/k)$ where $k$...

DOI PDF

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Publication Metrics

• Total Publications: 2
• Publications with DOI: 2
• Publications with Code: 1

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