Evidence map›Paper›PMID 41281231›Full record

ArticleArXiv2025

A Computational Perspective on NeuroAI and Synthetic Biological Intelligence.

Dhruvik Patel, Md Sayed Tanveer, Jesus Gonzalez-Ferrer, Alon Loeffler, Brett J Kagan, Mohammed A Mostajo-Radji, Ge Wang

Abstract readPreprint
In one paragraph

Article in ArXiv, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Dhruvik PatelDepartment of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, 12180, NY, USA.
Md Sayed TanveerDepartment of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, 12180, NY, USA.
Jesus Gonzalez-FerrerGenomics Institute, University of California Santa Cruz, Santa Cruz, 95064, CA, USA.
Alon LoefflerCortical Labs, Melbourne, VIC, Australia.
Brett J KaganCortical Labs, Melbourne, VIC, Australia.
Mohammed A Mostajo-RadjiGenomics Institute, University of California Santa Cruz, Santa Cruz, 95064, CA, USA.
Ge WangDepartment of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, 12180, NY, USA.

Funding

Nanoparticle Tracking Analyzer (NTA) for the Center for Live Cell GenomicsRM1HG011543 · NHGRI · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI HAUSSLER, DAVID H, SALAMA, SOFIE REDA · 2021 to 2025
$12.0M
Data Resource and Administrative Coordination Center for the Scalable and Systematic Neurobiology of Psychiatric and Neurodevelopmental Disorder Risk Genes ConsortiumU24MH132628 · NIMH · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI DAVID H HAUSSLER, Tomasz Nowakowski · 2023 to 2026
$7.9M
Human Brain Single-Cell Genomics ExplorerU24NS146314 · NINDS · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI HAUSSLER, DAVID H, ZHU, JINGCHUN · 2025 to 2025
$3.7M
NHGRI NIH HHS RM1 HG011543NIMH NIH HHS U24 MH132628NINDS NIH HHS U24 NS146314
6 · The paper itself

Abstract

NeuroAI is an emerging field at the intersection of neuroscience and artificial intelligence, where insights from brain function guide the design of intelligent systems. A central area within this field is synthetic biological intelligence (SBI), which combines the adaptive learning properties of biological neural networks with engineered hardware and software. SBI systems provide a platform for modeling neural computation, developing biohybrid architectures, and enabling new forms of embodied intelligence. In this review, we organize the NeuroAI landscape into three interacting domains: hardware, software, and wetware. We outline computational frameworks that integrate biological and non-biological systems and highlight recent advances in organoid intelligence, neuromorphic computing, and neuro-symbolic learning. These developments collectively point toward a new class of systems that compute through interactions between living neural tissue and digital algorithms.

Indexed as

artificial intelligencebiological computingbrain-computer interfaceneuroAINeuroscienceorganoid intelligencesynthetic biological intelligence

Identifiers

PMID41281231
PMCPMC12632695

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.