Our take: objective functions and regularizers offer a concise description of "what models learn"
Can we *empirically* study implicit regularization in DL?🧵
Our take: objective functions and regularizers offer a concise description of "what models learn"
Can we *empirically* study implicit regularization in DL?🧵
Exploring Variational Regularization of Krylov Subspaces
https://arxiv.org/abs/2611.09229
Exploring Variational Regularization of Krylov Subspaces
https://arxiv.org/abs/2611.09229
- they use BPE-Dropout (the only frontier model known to use subword regularization)
- they use UTF-16 (all others use UTF8, UTF16 has some better encoding properties for a subset of CJK)
- they use R2L groups of 3 in digit pretokenization
- they use BPE-Dropout (the only frontier model known to use subword regularization)
- they use UTF-16 (all others use UTF8, UTF16 has some better encoding properties for a subset of CJK)
- they use R2L groups of 3 in digit pretokenization
https://arxiv.org/pdf/2611.09229
Alexandre Perrin, Jérémie Messud, Sébastien Burdin, Matthieu Saubanère.
https://arxiv.org/pdf/2611.09229
Alexandre Perrin, Jérémie Messud, Sébastien Burdin, Matthieu Saubanère.
#QuantumML #ErrorMitigation #Research
#QuantumML #ErrorMitigation #Research
A Structured-Surrogate Double-Model Approach to Regularization Parameter Selection
https://arxiv.org/abs/2611.09158
A Structured-Surrogate Double-Model Approach to Regularization Parameter Selection
https://arxiv.org/abs/2611.09158
https://arxiv.org/abs/2402.17595
https://arxiv.org/abs/2402.17595
Jing Wang, Shiyuan Piao, Fugee Tsung
#arXiv #cs.AI
paper: "Nonparametric Regression, Confidence Regions and Regularization" Davies, Kovac & Meise arxiv.org/abs/0711.0690
webapp: xangregg.github.io/tautfit/
paper: "Nonparametric Regression, Confidence Regions and Regularization" Davies, Kovac & Meise arxiv.org/abs/0711.0690
webapp: xangregg.github.io/tautfit/
🤖 IA: It's not clickbait ✅
👥 Users: It's not clickbait ✅
#ltfrb #tnvs #permits
👇👇👇
Blog post: jrudoler.com/estimating-i...
Paper: arxiv.org/abs/2605.05436
Blog post: jrudoler.com/estimating-i...
Paper: arxiv.org/abs/2605.05436
https://www.bbvaresearch.com/en/publicaciones/spain-regularization-helped-increase-affiliations-and-unemployment-in-october/
https://www.bbvaresearch.com/en/publicaciones/spain-regularization-helped-increase-affiliations-and-unemployment-in-october/