# Paper on Monty’s Capabilities Published in Neural Computation

**URL:** <https://forum.thousandbrains.org/t/paper-on-monty-s-capabilities-published-in-neural-computation/1129>\
**Category:** General\
**Created:** [June 8, 2026, 3:26pm UTC](https://forum.thousandbrains.org/t/paper-on-monty-s-capabilities-published-in-neural-computation/1129 "2026-06-08T15:26:28Z")\
**Posts on this page:** 2\
**Page:** 1

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**Author:** ![TBP-Announcements](https://yyz2.discourse-cdn.com/flex034/user_avatar/forum.thousandbrains.org/tbp-announcements/32/1065_2.png) [@TBP-Announcements](https://forum.thousandbrains.org/u/TBP-Announcements)\
**Post date:** [June 8, 2026, 3:26pm UTC](https://forum.thousandbrains.org/t/paper-on-monty-s-capabilities-published-in-neural-computation/1129/1 "2026-06-08T15:26:29Z")

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You might remember the pre-print we shared last July, describing Monty’s capabilities and comparing it to transformers on a variety of measures (data efficiency, compute efficiency, accuracy, …). We’re excited to announce that the paper is now published in the journal Neural Computation 🚀

You can find the peer-reviewed version here:

**[https://direct.mit.edu/neco/article/38/6/845/136222/Thousand-Brains-Systems-Sensorimotor-Intelligence](https://direct.mit.edu/neco/article/38/6/845/136222/Thousand-Brains-Systems-Sensorimotor-Intelligence)**

 ![Journal Publication 2](https://canada1.discourse-cdn.com/flex034/uploads/thousandbrains/original/2X/2/2e9a3c6f0fedbfcdb54295de4b5ecc34d9e99950.gif)

For a condensed, plain language explanation and video of @nleadholm talking you through the many exciting results, check out our website: [Thousand-Brain Systems: Sensorimotor Intelligence for Rapid, Robust Learning and Inference: A Plain-Language Explainer | Thousand Brains Project](https://thousandbrains.org/thousand-brain-systems-sensorimotor-intelligence-for-rapid-robust-learning-and-inference-a-plain-language-explainer/)

 ![Publication Picture](https://canada1.discourse-cdn.com/flex034/uploads/thousandbrains/original/2X/b/b3ad3bf1b3b21a1e23e6f96df30a2fa07bcd3575.jpeg)

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**Author:** ![AgentRev](https://yyz2.discourse-cdn.com/flex034/user_avatar/forum.thousandbrains.org/agentrev/32/651_2.png) [@AgentRev](https://forum.thousandbrains.org/u/AgentRev)\
**Post date:** [June 9, 2026, 4:23am UTC](https://forum.thousandbrains.org/t/paper-on-monty-s-capabilities-published-in-neural-computation/1129/2 "2026-06-09T04:23:30Z")

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Heck yeah, congrats! 🤩