Aug 31, 2024

• Software 2.0 represents a fundamental shift in software development, moving from traditional programming to systems defined by neural network weights and data-driven outcomes.

• The study introduces a methodology to determine the maximum dependency length in RNNs, focusing on how architectural modifications impact this metric across traditional RNN, GRU, and LSTM models.

• Re-LAION-5B, an enhanced version of LAION-5B, addresses safety concerns by removing all known links to suspected CSAM, in collaboration with the Internet Watch Foundation ( IWF) and the Canadian Center for Child Protection ( C3P), utilizing their provided lists of link and image hashes as of July 2024.

• The author has experimented with PCA, t-SNE, and UMAP for dimensionality reduction on 87 image embeddings from paintings, finding UMAP to be the most effective.