Home - colah's blog
Created 8 May 2026
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Home - colah’s blog
Recent Exciting Things!

Transformer Circuits

Multimodal Neurons
On Distill

Circuits
On Distill
Neural Networks (General)

Neural Networks, Manifolds, and Topology

Deep Learning, NLP, and Representations

Calculus on Computational Graphs: Backpropagation

Neural Networks, Types, and Functional Programming
Recurrent Neural Networks

Understanding LSTM Networks

Attention and Augmented Recurrent Neural Networks
On Distill
Convolutional Neural Networks

Conv Nets
A Modular Perspective

Understanding Convolutions

Groups & Group Convolutions

Deconvolution and Checkerboard Artifacts
On Distill
Visualizing Neural Networks

Visualizing MNIST
An Exploration of Dimensionality Reduction

Visualizing Representations
Deep Learning and Human Beings

Inceptionism
Going Deeper into Neural Networks
On the Google Research Blog

Four Experiments in Handwriting with a Neural Network
On Distill

Feature Visualization
How neural networks build up their understanding of images
On Distill

The Building Blocks of Interpretability
On Distill

Differentiable Image Parameterizations
On Distill

Activation Atlases
On Distill

Circuits
On Distill

Understanding RL Vision
On Distill

Multimodal Neurons
On Distill

Transformer Circuits
Individual Circuits Articles

Zoom In: An Introduction to Circuits
On Distill

An Overview of Early Vision in InceptionV1
On Distill

Curve Detectors
On Distill

Naturally Occurring Equivariance in Neural Networks
On Distill

High-Low Frequency Detectors
On Distill

Curve Circuits
On Distill

Visualizing Weights
On Distill
Miscellaneous

Fanfiction, Graphs, and PageRank

Data.List Recursion Illustrated

Visual Information Theory

Research Debt
On Distill

The Paths Perspective on Value Learning
On Distill
Rough Notes
Writing rough notes allows me share more content, since polishing takes lots of time. While I hope it’s useful, it’s likely lower quality and less carefully considered than my usual articles.
- Research Taste Exercises
Five exercises for building research taste (and three failure modes). - Interpretability vs Neuroscience
Six major advantages which make artificial neural networks easier to study than biological ones. - Analogies between Biology and Deep Learning
Unusual analogies between biology and deep learning research.
Personal Writing
- Micromarriages
A unit for romantic success (mostly humor). - Collaboration & Credit Principles
How can we be good stewards of collaborative trust? - Do I Need to Go to University?
Instead of asking “Is university good?”, ask “Do I have something more compelling to do?” - Notes on Habbema et al. (2015): “Realizing a Desired Family”
- Matchmaking Party
A small amount of time matchmaking might be life changing for our friends. - Dating Info
Normal online dating seems pretty suboptimal, so I just wrote a public dating profile.
Selected Twitter Threads
Sometimes I write twitter threads as a low-effort way to express something I’d have written an essay about if I had more time.
- On Wanting Kids
I really deeply want to have kids, to an extent I rarely see men talk about. - The Elegance of ML is the Elegance of Biology
One of the main aesthetics driving my research. - The Wonders of Atmospheric Dynamics
Like bio/chem/physics, meteorology has beautiful simple theories. - Research Intimacy
Deeply internalizing knowledge and ways of thinking related to a research topic. - Why is fantasy so emotionally compelling to many of us?
Magic as a metaphor for the humane and intimate aspects missing in technology. - Reflections on Gilead
Thoughts on one of my favorite novels. Kindness, loneliness, and blessing. - Winter in San Francisco
San Francisco has seasons. The winter is breathtakingly beautiful. - Integrity and Relationships Based on Values vs Beliefs
Can we reconcile wanting to make those close to us proud with moral independence? - Against Polarization in the “Do Neural Networks Understand” Debate
A lack of nuanced intermediate positions makes this conversation confusing.