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cs.LG2025
Density-Informed VAE (DiVAE): Reliable Log-Prior Probability via Density Alignment Regularization
Michele Alessi, Alessio Ansuini, Alex Rodriguez
We introduce Density-Informed VAE (DiVAE), a lightweight, data-driven regularizer that aligns the VAE log-prior probability with a log-density estimated from data. St…
cs.LG2025
Interpreting and Steering Protein Language Models through Sparse Autoencoders
Edith Natalia Villegas Garcia, Alessio Ansuini
The rapid advancements in transformer-based language models have revolutionized natural language processing, yet understanding the internal mechanisms of these models remains a sig…