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cff-version: 1.2.0
message: >-
If you use this software, cite it as below. Cite the assembly-calculus
papers, not this package, for the theoretical results the package
implements.
type: software
title: "Assemblies: a Python package and research workspace for the neural assembly calculus"
abstract: >-
An implementation of the neural assembly calculus (sparse k-winner-take-all
areas with Hebbian plasticity; projection, association, merge, sequence
memory, inhibition, refraction) with numpy and hashed-CUDA engines, a
pre-registered research record, and a register of measured results.
authors:
- family-names: Jakir
given-names: Alif
orcid: "https://orcid.org/0009-0000-6337-5174"
affiliation: Massachusetts Institute of Technology and Superintelligent Group
- family-names: Mitropolsky
given-names: Daniel
affiliation: Massachusetts Institute of Technology
version: 0.0.1a1
date-released: "2026-09-09"
license: MIT
repository-code: "https://github.com/Caerii/assemblies"
url: "https://github.com/Caerii/assemblies"
keywords:
- assembly calculus
- neural assemblies
- computational neuroscience
- Hebbian plasticity
- k-winner-take-all
- NEMO
- brain simulation
notes: >-
Daniel Mitropolsky wrote the original library (2018 to 2019) from which this
repository grew. Alif Jakir developed it into the present package, GPU
substrate, and research record.
references:
- type: article
title: "Brain Computation by Assemblies of Neurons"
authors:
- family-names: Papadimitriou
given-names: Christos H.
- family-names: Vempala
given-names: Santosh S.
- family-names: Mitropolsky
given-names: Daniel
- family-names: Collins
given-names: Michael
- family-names: Maass
given-names: Wolfgang
journal: Proceedings of the National Academy of Sciences
volume: 117
issue: 25
start: 14464
end: 14472
year: 2020
doi: 10.1073/pnas.2001893117
- type: article
title: "Computation with Sequences of Assemblies in a Model of the Brain"
authors:
- family-names: Dabagia
given-names: Max
- family-names: Papadimitriou
given-names: Christos H.
- family-names: Vempala
given-names: Santosh S.
journal: Neural Computation
volume: 37
issue: 1
start: 193
end: 233
year: 2025
url: "https://arxiv.org/abs/2306.03812"
- type: article
title: "Simulated Language Acquisition in a Biologically Realistic Model of the Brain"
authors:
- family-names: Mitropolsky
given-names: Daniel
- family-names: Papadimitriou
given-names: Christos H.
year: 2025
url: "https://arxiv.org/abs/2507.11788"