2 papers
cs.LG2026
Graph Memory: A Structured and Interpretable Framework for Modality-Agnostic Embedding-Based Inference
Artur A. Oliveira, Mateus Espadoto, Roberto M. Cesar +1
We introduce Graph Memory (GM), a structured non-parametric framework that represents an embedding space through a compact graph of reliability-annotated prototype regions. GM enco…
cs.LG2025
Creating User-steerable Projections with Interactive Semantic Mapping
Artur André Oliveira, Mateus Espadoto, Roberto Hirata +2
Dimensionality reduction (DR) techniques map high-dimensional data into lower-dimensional spaces. Yet, current DR techniques are not designed to explore semantic structure that is…