Neural Networks articles
Deep Learning Approaches to Automatic Beat Game Chart Generation
by Peter de Blanc + ChatGPT Deep Research 12 days ago00
Generating step charts (beatmaps) from audio using deep learning has seen active research and development across various rhythm games. Recent methods typically use neural networks to predict **tim...Dirichlet Distribution Output Layers for Uncertainty in Classification
by Peter de Blanc + ChatGPT Deep Research 3 months ago01
Motivation and Concept of Dirichlet Outputs In a standard classifier, the softmax output gives a single categorical distribution for each input, but it cannot express **uncertainty about that dist...Latent Features of Numbers Learned by Sequence Models
by Peter de Blanc + ChatGPT Deep Research 4 months ago00
Researchers have developed various ways to embed integers as distinct tokens in sequence modeling tasks (e.g. using OEIS data). In these approaches, each number is treated like a “word” with its own v...Semantic Dimensions in English Word Embeddings
by Peter de Blanc + ChatGPT Deep Research 4 months ago00
Introduction Word embeddings represent word meanings as points in a high-dimensional continuous space. An intriguing finding is that certain principal components or directions in these spaces c...Multilingual Latent Spaces and Language Interpolation
by Peter de Blanc + ChatGPT Deep Research 4 months ago00
Multilingual Neural Models and Language Embeddings: Modern neural NLP models often use multilingual architectures (e.g. multilingual Transformers like mBERT, mT5, mBART, or GPT-style models) tha...