Variance-Invariance-Covariance Regularization (VICReg)

2 Posts

More Reliable Pretraining: Pretraining Method Helps AI Learn Useful Representations
Variance-Invariance-Covariance Regularization (VICReg)

More Reliable Pretraining: Pretraining Method Helps AI Learn Useful Representations

Pretraining methods generate basic representations for later fine-tuning, but they’re prone to certain issues that can throw them off-kilter. New work proposes a solution.

August 25, 20212 min read
More Reliable Pretraining: Pretraining Method Helps AI Learn Useful Representations
Variance-Invariance-Covariance Regularization (VICReg)

More Reliable Pretraining: Pretraining Method Helps AI Learn Useful Representations

Pretraining methods generate basic representations for later fine-tuning, but they’re prone to certain issues that can throw them off-kilter. New work proposes a solution.

August 25, 20212 min read

Subscribe to The Batch

Stay updated with weekly AI News and Insights delivered to your inbox