Jeff retweeted
Our group discovered that reasoning models produce fractals when asked to solve hard problems. We can use nonlinear dynamics to probe the thinking processes of recurrent depth models on Sudoku, mathematics, and even ARC-AGI (1/N)
arxiv.org/abs/2609.04963
An interesting outline towards a genuinely unified theory of learning covering many types of problems and methods based on existing concepts in dynamics and geometry arxiv.org/pdf/2604.27052
Jeff retweeted
Liner is partnering with @spoticlr at #ICLR2026 — supporting Best Paper and Travel Awards for LLM research.
And to celebrate, we're giving away:
✈️ Round-trip flights + hotel to #ICML2026 in Seoul
🎁 $300 Liner Credits
Follow @search_liner + repost to enter by 4/27.
Liner is built for research workflows. Find papers, verify sources, and write with citations in one place.
See you in 🇧🇷 and 🇰🇷!
@iclr_conf @icmlconf
