3 citations · 3 across the 4 of their papers we have counts for
5 papers
Depth from Defocus via Direct Optimization
Holly Jackson, Caleb Adams, Ignacio Lopez-Francos +1
Though there exists a reasonable forward model for blur based on optical physics, recovering depth from a collection of defocused images remains a computationally challenging optim…
What is the objective of reasoning with reinforcement learning?
Damek Davis, Benjamin Recht
We show that several popular algorithms for reinforcement learning in large language models with binary rewards can be viewed as stochastic gradient ascent on a monotone transform…
The Actuary's Final Word on Algorithmic Decision Making
Benjamin Recht
Paul Meehl's foundational work "Clinical versus Statistical Prediction," provided early theoretical justification and empirical evidence of the superiority of statistical methods o…
On Sampling Time and Invariance
Spencer Schutz, Charlott Vallon, Ben Recht +1
Invariant sets define regions of the state space where system constraints are always satisfied. The majority of numerical techniques for computing invariant sets have been develope…
Randomization Inference When N Equals One
Tengyuan Liang, Benjamin Recht
N-of-1 experiments, where a unit serves as its own control and treatment in different time windows, have been used in certain medical contexts for decades. However, due to effects…