2 papers
cs.LG2026
Effects of sparsity and superposition on loss in simple autoencoders
Mriganka Basu Roy Chowdhury, Eric McLaughlin Weiner
One of the major difficulties in the mechanistic interpretability of neural networks is the occurrence of polysemanticity, which suggests that each neuron is typically responsible…
cs.IT2023
Compressing Tabular Data via Latent Variable Estimation
Andrea Montanari, Eric Weiner
Data used for analytics and machine learning often take the form of tables with categorical entries. We introduce a family of lossless compression algorithms for such data that pro…