projects & research
Things I'm building and questions I'm trying to answer.
active
WIP · Deep Learning · EEG
Laya2: Improving Laya
This is an extension of my previous work on Laya: A LeJEPA Approach to EEG via Latent Prediction over Reconstruction
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EEG · Representation Learning · Interpretability
Understanding EEG Foundation Model Representations
Foundation models trained on EEG signals are becoming increasingly capable — but what do they actually learn? This project probes their internal representations to understand whether they capture cognitively meaningful structure.
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Music · AI · Self-Supervised Learning
Automated Music Arrangement with JEPA
Using Joint Embedding Predictive Architectures (JEPA) to learn rich representations of musical structure for automated arrangement — given a melody or solo piano piece, produce a coherent multi-instrument arrangement.
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