PDF Viewer

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 (28)

[1]
MultiDiffNet: A Multi-Objective Diffusion Framework for Generalizable Brain Decoding
2025Mengchun Zhang, Kateryna Shapovalenko et al.
[2]
Domain adaptation spatial feature perception neural network for cross-subject EEG emotion recognition
2024Wei Lu, Xiaobo Zhang et al.
[3]
Adaptive deep feature representation learning for cross-subject EEG decoding
2024Shuang Liang, Linzhe Li et al.
[4]
A Dual-Branch Spatio-Temporal-Spectral Transformer Feature Fusion Network for EEG-Based Visual Recognition
2024Jiebo Luo, Weigang Cui et al.
[5]
A Temporal-Spectral Fusion Transformer with Subject-specific Adapter for Enhancing RSVP-BCI Decoding
2024Xujin Li, Wei Wei et al.
[6]
IFNet: An Interactive Frequency Convolutional Neural Network for Enhancing Motor Imagery Decoding From EEG
2023Jiaheng Wang, Linna Yao et al.
[7]
EEG Conformer: Convolutional Transformer for EEG Decoding and Visualization
2022Yonghao Song, Qingqing Zheng et al.
[8]
Foundations & Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions
2022Paul Pu Liang, Amir Zadeh et al.
[9]
FBMSNet: A Filter-Bank Multi-Scale Convolutional Neural Network for EEG-Based Motor Imagery Decoding
2022Ke Liu, Mingzhao Yang et al.
[10]
Electroencephalography-based motor imagery classification using temporal convolutional network fusion
2021Yazeed K. Musallam, Nasser I. AlFassam et al.
[11]
Time-frequency analysis methods and their application in developmental EEG data
2021S. Morales, M. Bowers
[12]
A Temporal-Spectral-Based Squeeze-and- Excitation Feature Fusion Network for Motor Imagery EEG Decoding
2021Yang Li, Lianghui Guo et al.
[13]
A review on transfer learning in EEG signal analysis
2021Zitong Wan, Rui Yang et al.
[14]
Adaptive transfer learning for EEG motor imagery classification with deep Convolutional Neural Network
2020Kaishuo Zhang, Neethu Robinson et al.
[15]
A Multi-view CNN with Novel Variance Layer for Motor Imagery Brain Computer Interface
2020R. Mane, Neethu Robinson et al.
[16]
EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain–Machine Interfaces
2020T. Ingolfsson, Michael Hersche et al.
[17]
Brain Invaders Solo versus Collaboration: Multi-User P300-based Brain-Computer Interface Dataset (bi2014b)
2019Louis Korczowski, Ekaterina Ostaschenko et al.
[18]
EEG dataset and OpenBMI toolbox for three BCI paradigms: an investigation into BCI illiteracy
2019Min-Ho Lee, O-Yeon Kwon et al.
[19]
Deep learning-based electroencephalography analysis: a systematic review
2019Yannick Roy, Hubert J. Banville et al.
[20]
A Benchmark Dataset for SSVEP-Based Brain–Computer Interfaces
2017Yijun Wang, Xiaogang Chen et al.

Showing 20 of 28 references

Founder's Pitch

"ASPEN enhances cross-subject generalization in brain-computer interfaces through spectral-temporal fusion architecture."

Brain-Computer InterfaceScore: 5View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

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: 2/18/2026

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.