notesum.ai

Published at November 14

AI-Spectra: A Visual Dashboard for Model Multiplicity to Enhance Informed and Transparent Decision-Making

cs.HC

cs.AI

Released Date: November 14, 2024

Authors: Gilles Eerlings¹, Sebe Vanbrabant¹, Jori Liesenborgs¹, Gustavo Rovelo Ruiz¹, Davy Vanacken¹, Kris Luyten¹

Aff.: ¹Hasselt University - Flanders Make

Arxiv: http://arxiv.org/abs/2411.10490v1

Dataset Independent
Variation	Representation in Robot
Outlier Percentage	Curvature of the antenna
Typical Percentage	Straightness of the antenna
Number of Hidden Layers	Number of eyes
Dropout	Presence of holes in the body
Activation Functions	Color of the antenna: Frost Fairy, Burning Orange, Sizzling Red, Splash of Grenadine, Golden Glitter, Retro Blue, Phosphorescent Blue, Banafš Violet, Blanka Green, Forceful Orange or Felt.
Batch Size	0, 1, 2, 3 or 4 lines in teeth (i.e. $\log_{2}(\text{batchSize})-5$ )
Optimizer	/
Validation Set Usage	Presence of checkmark badge
Dataset Dependent
Horizontal Translation	Horizontal displacement of the pupils
Vertical Translation	Vertical displacement of the pupils
Rotation	Rotation of the mouth
Contrast Manipulation	Contrast-adjustment of the ear-piece
Image Color Inversion	Color inversion of the eye and pupil