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The Neural Network Zoo

www.asimovinstitute.org Tools, games & demos Visualizations & maps AI & data Candidate
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Submission timeline

2007–2026

One slot for every year since HN launched. Height is that year's peak points; orange marks a 100+ point or 50+ comment breakout. Select a bar to open its strongest thread.

Top comments

Good job. Alas, the proliferation of different kinds of neural net architectures that work, over the past few years, is a sign that we lack a decent unifying theoretical framework that can explain, from fundamental principles, what works, what doesn't, and why. We're not there yet.

cs702·358-point thread·

This is already one year old. I am wonder how much the zoo grew in 2017. What were the main network innovations? Capsules and the Transformer?

jbochi·177-point thread·

I have always absolutely hated this diagram and think it should go away. I have also never seen somebody who understands the content of the diagram share it as a useful pedagogical tool. For example, with CNNs, you are building up feature activation volumes based on the entire previous layer. The edges between layer N only connects to two nodes in layer N-1. What are the nodes even supposed to represent? This is not how CNNs works. This explains nothing…

The first top-level comment from each of the four biggest threads, in HN’s own order. Excerpts are shortened; open a comment for full context.

HN stats

Breakout years
2

100+ points or 50+ comments

Total points
667

reference only — not used in Hall rules or ranking

Total comments
61

reference only — not used in Hall rules or ranking

Every submission

DateTitle as submittedByPointsComments
2016-09-14The neural network zoozavg360
2016-09-14Neural Network Zooadamnemecek10
2016-09-19The Neural Network Zoo: A Cheat Sheet of AI Architecturesinterweb10
2016-10-20The Neural Network ZooFirst breakout · Best threadhgarg35839
2017-12-19The Neural Network ZooZeljkoS1779
2019-06-25The Neural Network ZooDatenstrom30
2019-12-04The Neural Network Zoo (2016)Latest 20+ point returnDecayingOrganic8713
2025-03-27The Neural Network Zoo (2016)Tomte20
2026-03-16Neural Network Zoo (2016)vismit200010
2026-03-18Neural Network Zoothrowaw1210