Deep Papers Explaining Grokking Through Circuit Efficiency
Oct 17, 2023
The podcast explores the concept of grokking and its relationship with network performance. It discusses the use of circuits as modules, module addition and generalization, balancing cross entropy loss and weight decay in deep learning models, circuit efficiency and its role in performance, grokking and the impact on model strength, and the relationship between circuit efficiency and generalization.
Chapters
Transcript
Episode notes
1 2 3 4 5 6
Introduction
00:00 • 2min
Module Addition and Generalization in Circuits
02:27 • 9min
Balancing Cross Entropy Loss and Weight Decay in Deep Learning Models
11:44 • 3min
Circuit Efficiency and Its Role in Performance
14:21 • 13min
Grokking and the Impact on Model Strength
27:03 • 4min
Exploring Circuit Efficiency and Generalization
31:04 • 5min