3 citations · 5 across the 4 of their papers we have counts for
4 papers
Frame Representation Hypothesis: Multi-Token LLM Interpretability and Concept-Guided Text Generation
Pedro H. V. Valois, Lincon S. Souza, Erica K. Shimomoto +1
Interpretability is a key challenge in fostering trust for Large Language Models (LLMs), which stems from the complexity of extracting reasoning from model's parameters. We present…
Second-order difference subspace
Kazuhiro Fukui, Pedro H. V. Valois, Lincon Souza +1
Subspace representation is a fundamental technique in various fields of machine learning. Analyzing a geometrical relationship among multiple subspaces is essential for understandi…
Grassmannian learning mutual subspace method for image set recognition
Lincon S. Souza, Naoya Sogi, Bernardo B. Gatto +2
This paper addresses the problem of object recognition given a set of images as input (e.g., multiple camera sources and video frames). Convolutional neural network (CNN)-based fra…
Text Classification based on Word Subspace with Term-Frequency
Erica K. Shimomoto, Lincon S. Souza, Bernardo B. Gatto +1
Text classification has become indispensable due to the rapid increase of text in digital form. Over the past three decades, efforts have been made to approach this task using vari…