Beyond Expectations: Learning with Stochastic Dominance Made Practical

Shicong Cen, Jincheng Mei, Hanjun Dai, Dale Schuurmans, Yuejie Chi, Bo Dai

Action editor: Stephen Becker

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

#dominance #stochastic #optimality

Evaluation of Powers janmr.com/posts/evalua... #programming #algorithm #cpp #exponentiation #optimality

Efficient and Accurate Optimal Transport with Mirror Descent and Conjugate Gradients

Mete Kemertas, Allan Douglas Jepson, Amir-massoud Farahmand

Action editor: Rémi Flamary

https://openreview.net/forum?id=FVFqrxeF8e

#transport #regularization #optimality

Non-Myopic Multi-Objective Bayesian Optimization

Syrine Belakaria, Alaleh Ahmadian, Barbara E Engelhardt, Stefano Ermon, Jana Doppa

Action editor: Bryan Kian Hsiang Low

https://openreview.net/forum?id=2e1aZZd88C

#optimization #optimality #objective

Scheme that explains the linkage between short term control of source sink relationships with longer term trai t adjustment

How is the C balance of #plants and #ecosystems regulated: We assume that C #sequestration under future #climate conditions will follow #optimality principles that balance #water and #carbon resources to maximize growth in the long term nph.onlinelibrary.wiley.com/doi/10.1111/nph.19611

Introvert heaven does not, apparently, include competent editing. #optimality