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Peer reviewed

The AI Scientist: an end-to-end ML research pipeline

The gist

Sakana AI, UBC, the Vector Institute and Oxford published The AI Scientist in Nature on March 25, 2026, an end-to-end machine learning research system. Status: peer reviewed.

DiscoverIA status on October 11, 2026: peer reviewed, meaning published in a journal or reviewed by named experts.

Status detailsDetails

AI draft, not reviewedWhat has not been reviewed?

Text written by an AI (DiscoverIA pipeline), on . The status and its sources come from the registry; only the explanatory text has not been reviewed. A reported error is corrected, then the text is reviewed.

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Cite this entry

A single status snapshot since Oct 11, 2026: a citation always points to a dated snapshot.

Cite snapshot 1, Oct 11, 2026

APA citation with the dated link

DiscoverIA. (2026, October 11). The AI Scientist: an end-to-end ML research pipeline [Status: Peer reviewed, snapshot 1]. DiscoverIA registry. https://discoveria.ai/entry/sakana-ai-scientist-nature-2026-03-25#releve-1

BibTeX @misc, key discoveria-sakana-ai-scientist-nature-2026-03-25-r1

@misc{discoveria-sakana-ai-scientist-nature-2026-03-25-r1,
  author       = {{DiscoverIA}},
  title        = {The AI Scientist: an end-to-end ML research pipeline},
  howpublished = {DiscoverIA registry, entry sakana-ai-scientist-nature-2026-03-25},
  note         = {Status “Peer reviewed”, snapshot 1, recorded on October 11, 2026. System},
  year         = {2026},
  url          = {https://discoveria.ai/entry/sakana-ai-scientist-nature-2026-03-25#releve-1},
  urldate      = {2026-10-11}
}

Dated link opens this snapshot in the history

https://discoveria.ai/entry/sakana-ai-scientist-nature-2026-03-25#releve-1

To understand ≈ 20 s reading time, estimated

What it changes

What is published is the system itself, not a paper it wrote. A paper generated by the system was accepted at an ICLR 2025 workshop, then withdrawn before publication.

What remains unclear

Nature gives an acceptance rate of 70% for this workshop, while a search summary gives 32.6%: the disagreement is not reconciled. Beel et al. (arXiv 2502.14297) report 42% of experiments failing, according to a summary.

In the glossary : Scientific journal, Status: peer reviewed

For experts

Sources, method, key facts, status history, report an error

Status

Peer reviewed

Recorded on · nature.com

Step 3 of 4 on the scale: peer reviewed. Next step: formally verified.

  1. Announced
  2. Recordedpeer reviewed
What this status means

Source reading : Source read word for word (level 3 of 3)

Published in a journal or reviewed by named experts.

Full history

Proofs
article Nature, code

Sources

Method

DiscoverIA status: peer reviewed (published in a journal or reviewed by named experts). Set on October 11, 2026 from nature.com (page read, quotation checked word for word: “The workshop had an acceptance rate of 70%.”).

Limits

The status may change if a new source is published; the dated history stays visible.

Key facts

Claimed by
Sakana AI, UBC, Vector Institute, Oxford
announced on Mar 25, 2026
Nature
system
Field
Machine learning (machine learning / meta-science)
Checked by
Nature peer review (a paper describing the system, not one written by it)
Sources
1 : 1 read word for word
This entry
AI draft, not reviewed

Status history

Only one observation so far.

  1. 01

    First observation:Peer reviewedCurrent status

    the system is published; the acceptance concerns a workshop, and the paper was withdrawn before publication (Sakana)

    Source: nature.comread word for word

An observation is added; none is ever erased.

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