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Benchmark Studies
It is impossible to disentangle technical innovation from technical debt
10 hrs ago • 
Ben Recht
There is no data-generating distribution
Reflecting on teaching machine learning again. Again.
Dec 9 • 
Ben Recht
There's got to be a better way!
From Reformist RL to the principle of certainty equivalence.
Dec 5 • 
Ben Recht
Defining Reinforcement Learning Down
It's a lot simpler than I realized.
Dec 3 • 
Ben Recht
Random Search for Random Search
Digging into specific applications of policy gradient
Dec 2 • 
Ben Recht
Reformist Reinforcement Learning
What if we just begin and end with policy gradient?
Dec 1 • 
Ben Recht

November 2025

Digitally Twinning
Justifying generative modeling and the principle of maximum likelihood
Nov 20 • 
Ben Recht
Actions from predictions
A general framework for outcome maximization. Is this reinforcement learning?
Nov 18 • 
Ben Recht
How to pick a sample size.
A brief introduction to adaptive experimentation without saying "exploration-exploitation tradeoff."
Nov 13 • 
Ben Recht
The DOI Directorate
Articulating a few concrete positions on archives, surveys, and position papers
Nov 12 • 
Ben Recht
A position on positions
The complex evolution of academic process doesn't always lead us to better practice.
Nov 10 • 
Ben Recht
Staging Interventions
Actions are fundamentally different than predictions, but it's hard to write this distinction in math.
Nov 6 • 
Ben Recht
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