3 papers
cs.LG2025
Towards Unsupervised Causal Representation Learning via Latent Additive Noise Model Causal Autoencoders
Hans Jarett J. Ong, Brian Godwin S. Lim, Dominic Dayta +2
Unsupervised representation learning seeks to recover latent generative factors, yet standard methods relying on statistical independence often fail to capture causal dependencies.…
q-fin.ST2025
Dynamic Factor Analysis of Price Movements in the Philippine Stock Exchange
Brian Godwin Lim, Dominic Dayta, Benedict Ryan Tiu +3
The intricate dynamics of stock markets have led to extensive research on models that are able to effectively explain their inherent complexities. This study leverages the economet…
cs.LG2025
AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification
Galvin Brice S. Lim, Brian Godwin S. Lim, Argel A. Bandala +3
Brain-computer interface (BCI) technology utilizing electroencephalography (EEG) marks a transformative innovation, empowering motor-impaired individuals to engage with their envir…