Machine Learning Theory Comparison Hub
3 papers - avg viability 2.7
Top Papers
- Uncertainty propagation through trained multi-layer perceptrons: Exact analytical results(3.0)
Analytical methods for exact uncertainty propagation in multi-layer perceptrons.
- Rod Flow: A Continuous-Time Model for Gradient Descent at the Edge of Stability(3.0)
Develop a new ODE approximation to improve understanding of gradient descent dynamics in non-convex landscapes.
- Principles of Lipschitz continuity in neural networks(2.0)
Explore the theoretical aspects of Lipschitz continuity to enhance neural network robustness and generalization.