4 citations · 4 across the 4 of their papers we have counts for
4 papers
Relative Drawing Identification Complexity is Invariant to Modality in Vision-Language Models
Diogo Freitas, Brigt Håvardstun, Cèsar Ferri +3
Large language models have become multimodal, and many of them are said to integrate their modalities using common representations. If this were true, a drawing of a car as an imag…
Evaluating Simplification Algorithms for Interpretability of Time Series Classification
Brigt Håvardstun, Felix Marti-Perez, Cèsar Ferri +1
In this work, we introduce metrics to evaluate the use of simplified time series in the context of interpretability of a TSC -- a Time Series Classifier. Such simplifications are i…
When Redundancy Matters: Machine Teaching of Representations
Cèsar Ferri, Dario Garigliotti, Brigt Arve Toppe Håvardstun +2
In traditional machine teaching, a teacher wants to teach a concept to a learner, by means of a finite set of examples, the witness set. But concepts can have many equivalent repre…
Predictable Artificial Intelligence
Lexin Zhou, Pablo A. Moreno-Casares, Fernando Martínez-Plumed +12
We introduce the fundamental ideas and challenges of Predictable AI, a nascent research area that explores the ways in which we can anticipate key validity indicators (e.g., perfor…