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Damek Davis on X: "Gradient descent doesn't avoid saddle points of C^1 smooth functions. Random initialization doesn't help. If you start in the crevice, you stay in the crevice. You need C^2
Damek Davis on X: "Gradient descent doesn't avoid saddle points of C^1 smooth functions. Random initialization doesn't help. If you start in the crevice, you stay in the crevice. You need C^2

David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent
David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent

Gradient Descent | Erik Dao
Gradient Descent | Erik Dao

David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent
David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent

4. Beyond Gradient Descent - Fundamentals of Deep Learning [Book]
4. Beyond Gradient Descent - Fundamentals of Deep Learning [Book]

Pitfalls of gradient descent - Hyperskill
Pitfalls of gradient descent - Hyperskill

Spotlight Talk: How to Escape Saddle Points Efficiently - YouTube
Spotlight Talk: How to Escape Saddle Points Efficiently - YouTube

gradient descent - How can it be trapped in a saddle point? - Cross Validated
gradient descent - How can it be trapped in a saddle point? - Cross Validated

Creating a Gradient Descent Animation in Python | by Luis Medina | Nov, 2023 | Towards Data Science
Creating a Gradient Descent Animation in Python | by Luis Medina | Nov, 2023 | Towards Data Science

Escaping from Saddle Points – Off the convex path
Escaping from Saddle Points – Off the convex path

Gradient descent - Wikipedia
Gradient descent - Wikipedia

Stabilizing GANs with Prediction
Stabilizing GANs with Prediction

How to Escape Saddle Points Efficiently – The Berkeley Artificial Intelligence Research Blog
How to Escape Saddle Points Efficiently – The Berkeley Artificial Intelligence Research Blog

DL] 4. More about Gradient Descent and Activation Functions | by jun94 | jun-devpBlog | Medium
DL] 4. More about Gradient Descent and Activation Functions | by jun94 | jun-devpBlog | Medium

Efficient approaches for escaping higher order saddle points in non-convex optimization - YouTube
Efficient approaches for escaping higher order saddle points in non-convex optimization - YouTube

The journey of Gradient Descent — From Local to Global | by Pradyumna Yadav | Analytics Vidhya | Medium
The journey of Gradient Descent — From Local to Global | by Pradyumna Yadav | Analytics Vidhya | Medium

Escaping from Saddle Points – Off the convex path
Escaping from Saddle Points – Off the convex path

optimization - Oscillating around the saddle point in gradient descent? - Artificial Intelligence Stack Exchange
optimization - Oscillating around the saddle point in gradient descent? - Artificial Intelligence Stack Exchange

Gradient Descent converging to a Saddle Point | Beni Bogoşel's blog
Gradient Descent converging to a Saddle Point | Beni Bogoşel's blog

How to Escape Saddle Points Efficiently – The Berkeley Artificial Intelligence Research Blog
How to Escape Saddle Points Efficiently – The Berkeley Artificial Intelligence Research Blog

Escaping from Saddle Points – Off the convex path
Escaping from Saddle Points – Off the convex path

David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent
David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent

Animated-Gradient-Descent - File Exchange - MATLAB Central
Animated-Gradient-Descent - File Exchange - MATLAB Central

David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent
David Li-Bland's Blog - Saddle Points and Stochastic Gradient Descent

Intro to optimization in deep learning: Gradient Descent
Intro to optimization in deep learning: Gradient Descent