CosAE: Learnable Fourier Series for Image Restoration

https://sifeiliu.net/CosAE-page/

#HackerNews #CosAE #Learnable #Fourier #Series #Image #Restoration #AI #Technology

Don't worry, yes certain #characteristics separate #successful people from average ones.
But, first, no one is born with these qualities.
Second, all of these qualities are #learnable through practice. You can develop the characteristics that will #guarantee you the best life.

'A Characterization of Multioutput Learnability', by Vinod Raman, Unique Subedi, Ambuj Tewari.

http://jmlr.org/papers/v25/23-078.html

#learnability #learnable #multilabel

'Improving physics-informed neural networks with meta-learned optimization', by Alex Bihlo.

http://jmlr.org/papers/v25/23-0356.html

#optimizers #learnable #learned

'Sample Complexity for Distributionally Robust Learning under chi-square divergence', by Zhengyu Zhou, Weiwei Liu.

http://jmlr.org/papers/v24/22-0881.html

#distributionally #learnable #robust

Would you think or say the following things?

Stairs are fine. Wheelchair users just need to push harder.

To find a good surgeon, all you need to do is graduate from medical school.

To get good content on Mastodon, just start your own instance to learn how federation works.

#Mastodon needs #usability.

The typical #dev-driven #OpenSource #software #challenge is taking time to make it #learnable, #intuitive and #accessible.

#UX #UXDesign #UserExperience #IxD #UCD #Design #SoftwareDesign #a11y

Reinforcement Teaching

Calarina Muslimani, Alex Lewandowski, Dale Schuurmans, Matthew E. Taylor, Jun Luo

Action editor: Marcello Restelli.

https://openreview.net/forum?id=G2GKiicaJI

#learns #reinforcement #learnable

Reinforcement Teaching

https://openreview.net/forum?id=G2GKiicaJI

#learns #reinforcement #learnable

A Flexible Nadaraya-Watson Head Can Offer Explainable and Calibrated Classification

Alan Q. Wang, Mert R. Sabuncu

https://openreview.net/forum?id=iEq6lhG4O3

#classification #learnable #features