How Good is your Explanation? Algorithmic Stability Measures to Assess the Quality of Explanations for Deep Neural Networks
Paper
•
2009.04521
•
Published
AI & ML interests
neuroAI, vision, cognition, computational neuroscience, human-AI alignment, SSL, RNNs, SSMs
tserreÂ
authored
7
papers
3 months ago
Unlocking Feature Visualization for Deeper Networks with MAgnitude Constrained Optimization
Paper
•
2306.06805
•
Published
A Holistic Approach to Unifying Automatic Concept Extraction and Concept Importance Estimation
Paper
•
2306.07304
•
Published
Look at the Variance! Efficient Black-box Explanations with Sobol-based Sensitivity Analysis
Paper
•
2111.04138
•
Published
Xplique: A Deep Learning Explainability Toolbox
Paper
•
2206.04394
•
Published
Harmonizing the object recognition strategies of deep neural networks with humans
Paper
•
2211.04533
•
Published
The 3D-PC: a benchmark for visual perspective taking in humans and machines
Paper
•
2406.04138
•
Published
andy-wyxÂ
updated
a
Space
over 1 year ago
tserreÂ
authored
a
paper
over 1 year ago
ThomasFELÂ
authored
7
papers
over 1 year ago
Understanding Visual Feature Reliance through the Lens of Complexity
Paper
•
2407.06076
•
Published
•
6
CRAFT: Concept Recursive Activation FacTorization for Explainability
Paper
•
2211.10154
•
Published
Don't Lie to Me! Robust and Efficient Explainability with Verified Perturbation Analysis
Paper
•
2202.07728
•
Published
A Holistic Approach to Unifying Automatic Concept Extraction and Concept Importance Estimation
Paper
•
2306.07304
•
Published
Unlocking Feature Visualization for Deeper Networks with MAgnitude Constrained Optimization
Paper
•
2306.06805
•
Published
Harmonizing the object recognition strategies of deep neural networks with humans
Paper
•
2211.04533
•
Published
Xplique: A Deep Learning Explainability Toolbox
Paper
•
2206.04394
•
Published
ThomasFELÂ
updated
a
Space
almost 2 years ago
tserreÂ
authored
3
papers
almost 2 years ago
CRAFT: Concept Recursive Activation FacTorization for Explainability
Paper
•
2211.10154
•
Published
Don't Lie to Me! Robust and Efficient Explainability with Verified Perturbation Analysis
Paper
•
2202.07728
•
Published
Categorizing the Visual Environment and Analyzing the Visual Attention of Dogs
Paper
•
2311.11988
•
Published
•
1