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Facilis descensus ad minimum

A place to discuss the gory details of the current state of machine learning research: what works, what doesn’t, and why we don’t have AGI yet.

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Sigmoids all the way down

A few thoughts on modeling exponential and saturating growth

Moravec's paradox applies to genetics, too

And other implications of adaptivity

The state of plasticity in 2025

A survey

A visual guide to proximal methods

Extra gradients, hold the momentum

Does parameter norm growth cause networks to lose plasticity?

A brief clarification

Paper review: Auditing language models for hidden objectives

What's in an objective?

Can you train a neural network forever?

Understanding trainability in neural networks

Neural networks live life on the edge

(of stability)

Do we know why deep learning generalizes yet?

It depends on your epistemology

When do adaptive optimizers fail to generalize?

A case study