Peer-reviewed
Backed by published research.
Explore core BrainX publications, papers using BrainX, and work citing the ecosystem.
Papers
Browse BrainX research by relationship to the ecosystem.
Core publications
Papers about BrainX
Primary papers describing BrainX, BrainPy, differentiable simulation, and ecosystem foundations.
Open papers Ecosystem usePapers using BrainX
Studies and applications that build on BrainX ecosystem packages for modeling or computation.
Open papers CitationsPapers citing BrainX
External work that cites BrainX-related software, methods, or publications.
Open papersCapability matrix
| Capability | BrainX | NEURON | Brian2 | NEST | NetPyNE |
|---|---|---|---|---|---|
| Differentiable end-to-end | Yes | — | — | — | — |
| JAX-native | Yes | — | — | — | — |
| GPU / TPU acceleration | Yes | Partial | Partial | — | — |
| Multi-scale (cell → whole-brain) | Yes | Partial | Yes | Partial | Yes |
| Online gradient learning | Yes | — | — | — | — |