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Benchmarking our benchmarks
The only validated theories of generalization are sociological and historical.
13 hrs ago • 
Ben Recht
10
2
Reshelving generalization
You don't need a theorem to argue more data is better than less data
Oct 9 • 
Ben Recht
20
4
Henry Was Right
OpenAI selling the world as a mumblecore adaptation of Philip K Dick
Oct 8 • 
Ben Recht
33
11
Minimal Theory
What are the most important lessons from optimization theory for machine learning?
Oct 7 • 
Ben Recht
15
2
Sunday Never Knows
When do you give up on your model and trust your gut?
Oct 6 • 
Ben Recht
13
6
How do you know so much about swallows?
A dialogue about the use and meaning of statistics with Ben Chugg
Oct 3 • 
Ben Recht
19
4
Highly optimized optimizers
Justifying a laser focus on stochastic gradient methods.
Oct 2 • 
Ben Recht
20
13

September 2025

Universal Cascades
A little approximation theory goes a long way
Sep 30 • 
Ben Recht
18
6
Don't be resulting
On the vulgar arrogance of the vulgar positivism of decision theory
Sep 29 • 
Ben Recht
32
12
Boxes of numbers
Machine learning's universal theory of data representation
Sep 25 • 
Ben Recht
19
17
Changing the meta
Going for two down eight might be a worse idea than ever
Sep 24 • 
Ben Recht
8
10
Common Descent
Machine learning begins with the perceptron
Sep 23 • 
Ben Recht
21
1
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