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The Lottery Ticket Hypothesis: Finding Small, Trainable Neural Networks

arxiv.org Research & data Research papers AI & data Candidate
Screenshot of arxiv.org captured 2026-07-20
Page preview · captured 2026-07-20

Resurfaced independently across 3 calendar years, with breakout response in 2 of them.

submissions
4
submitters
3
observed span
2018–2026
peak thread · 27 comments
137 pts
latest 20+ return · 2026-01-02
121 pts

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.

First comments on top threads

HN comment order

Working on DNNs is more similar to gambling on the slot machines then it is to traditional programming. I gather training data, write a python script, and then pay around $1 for GPU time to see if it's a winner. Instead of watching spinning reels I watch loss function graphs. 95% of the time it is a bust, but every once in a while you get a big payoff. I feel very smart when I win, but deeper investigation inevitably…

Article from 2018/19 and this hypothesis remains just that afaik with plenty of evidence going against it

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.

Breakout years
2

100+ points or 50+ comments

Total points
261

reference only — not used in Hall rules or ranking

Total comments
41

reference only — not used in Hall rules or ranking

Every submission