Efficient multiple hyperparameter learning for log-linear models
Chuong B. Do, Chuan-Sheng Foo, Andrew Y. Ng Poster M42

Q: How to pick regularization parameters parameters for discriminativelytrained graphical models?

A: Gradient descent on crossvalidation logloss!

(Implicit differentiation, Hessianvector products, linear systems)