ODEBrain: Continuous-Time EEG Graph for Modeling Dynamic Brain Networks

Export BriefConnect with Author
View PDF ↗
PDF Viewer
Open Full PDF

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (57)

[1]
EvoBrain: Dynamic Multi-channel EEG Graph Modeling for Time-evolving Brain Network
2025Rikuto Kotoge, Zheng Chen et al.
[2]
Spiking dynamics of individual neurons reflect changes in the structure and function of neuronal networks
2025Ruochen Yang, Heng Ping et al.
[3]
Tokenizing Single-Channel EEG with Time-Frequency Motif Learning
2025Jathurshan Pradeepkumar, Xihao Piao et al.
[4]
Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs
2025Christian Klötergens, Vijaya Krishna Yalavarthi et al.
[5]
SODor: Long-Term EEG Partitioning for Seizure Onset Detection
2024Zheng Chen, Yasuko Matsubara et al.
[6]
SynapsNet: Enhancing Neuronal Population Dynamics Modeling via Learning Functional Connectivity
2024Parsa Delavari, Ipek Oruc et al.
[7]
SplitSEE: A Splittable Self-supervised Framework for Single-Channel EEG Representation Learning
2024Rikuto Kotoge, Zheng Chen et al.
[8]
The critical dynamics of hippocampal seizures
2024Gregory Lepeu, Ellen van Maren et al.
[9]
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems
2024Amber Hu, David M. Zoltowski et al.
[10]
The value of linear and non-linear quantitative EEG analysis in paediatric epilepsy surgery: a machine learning approach
2024Mattia Mercier, Chiara Pepi et al.
[11]
BrainODE: Dynamic Brain Signal Analysis via Graph-Aided Neural Ordinary Differential Equations
2024Kaiqiao Han, Yi Yang et al.
[12]
Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data
2024YongKyung Oh, Dongyoung Lim et al.
[13]
EEG emotion recognition based on Ordinary Differential Equation Graph Convolutional Networks and Dynamic Time Wrapping
2024Yiyuan Chen, Xiaodong Xu et al.
[14]
R-Mixup: Riemannian Mixup for Biological Networks
2023Xuan Kan, Zimu Li et al.
[15]
OSR-NET: Ordinary Differential Equation-Based Brain State Recognition Neural Network
2023Hongmin Cai, Tingting Dan et al.
[16]
AMAG: Additive, Multiplicative and Adaptive Graph Neural Network For Forecasting Neuron Activity
2023Jingyuan Li, Leo R. Scholl et al.
[17]
A Two-View EEG Representation for Brain Cognition by Composite Temporal-Spatial Contrastive Learning
2023Zheng Chen, Lingwei Zhu et al.
[18]
BIOT: Biosignal Transformer for Cross-data Learning in the Wild
2023Chaoqi Yang, M. Westover et al.
[19]
BrainMixup: Data Augmentation for GNN-based Functional Brain Network Analysis
2022Alex J. Li
[20]
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models
2022Siyi Tang, Jared A. Dunnmon et al.

Showing 20 of 57 references

Founder's Pitch

"ODEBrain provides a Neural ODE framework for more precise and continuous-time modeling of EEG dynamics."

Neuroscience AIScore: 3View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

0/4 signals

0

Quick Build

3/4 signals

7.5

Series A Potential

1/4 signals

2.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/26/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.

Related Papers

Loading…