A method for the systematic generation of graph XAI benchmarks via Weisfeiler-Leman coloring
Fuente:
arXiv
Saved in:
| Main Authors: | Fontanesi, Michele, Micheli, Alessio, Podda, Marco, Tortorella, Domenico |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Empowering GNNs via Edge-Aware Weisfeiler-Leman Algorithm
by: Liu, Meng, et al.
Published: (2022)
by: Liu, Meng, et al.
Published: (2022)
An Empirical Evaluation of Rewiring Approaches in Graph Neural Networks
by: Micheli, Alessio, et al.
Published: (2023)
by: Micheli, Alessio, et al.
Published: (2023)
Efficient quantification on large-scale networks
by: Micheli, Alessio, et al.
Published: (2025)
by: Micheli, Alessio, et al.
Published: (2025)
Aligning Transformers with Weisfeiler-Leman
by: Müller, Luis, et al.
Published: (2024)
by: Müller, Luis, et al.
Published: (2024)
Graph Diffusion that can Insert and Delete
by: Ninniri, Matteo, et al.
Published: (2025)
by: Ninniri, Matteo, et al.
Published: (2025)
Weisfeiler Leman for Euclidean Equivariant Machine Learning
by: Hordan, Snir, et al.
Published: (2024)
by: Hordan, Snir, et al.
Published: (2024)
Symmetry-Invariant Novelty Heuristics via Unsupervised Weisfeiler-Leman Features
by: Chen, Dillon Z.
Published: (2025)
by: Chen, Dillon Z.
Published: (2025)
GraphBench: Next-generation graph learning benchmarking
by: Stoll, Timo, et al.
Published: (2025)
by: Stoll, Timo, et al.
Published: (2025)
On the Power of the Weisfeiler-Leman Test for Graph Motif Parameters
by: Lanzinger, Matthias, et al.
Published: (2023)
by: Lanzinger, Matthias, et al.
Published: (2023)
Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs
by: Beddar-Wiesing, Silvia, et al.
Published: (2022)
by: Beddar-Wiesing, Silvia, et al.
Published: (2022)
CHILLI: A data context-aware perturbation method for XAI
by: Anwar, Saif, et al.
Published: (2024)
by: Anwar, Saif, et al.
Published: (2024)
Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win
by: Kummer, Lorenz, et al.
Published: (2025)
by: Kummer, Lorenz, et al.
Published: (2025)
A method to benchmark high-dimensional process drift detection
by: Wolf, Edgar, et al.
Published: (2024)
by: Wolf, Edgar, et al.
Published: (2024)
Weisfeiler-Leman at the margin: When more expressivity matters
by: Franks, Billy J., et al.
Published: (2024)
by: Franks, Billy J., et al.
Published: (2024)
Generalizing Weisfeiler-Lehman Kernels to Subgraphs
by: Kim, Dongkwan, et al.
Published: (2024)
by: Kim, Dongkwan, et al.
Published: (2024)
Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning
by: Paolino, Raffaele, et al.
Published: (2024)
by: Paolino, Raffaele, et al.
Published: (2024)
Weisfeiler-Leman Is Incomplete on Simple Spectrum Graphs, so Canonicalize Them
by: Hordan, Snir, et al.
Published: (2026)
by: Hordan, Snir, et al.
Published: (2026)
Weisfeiler-Leman Features for Planning: A 1,000,000 Sample Size Hyperparameter Study
by: Chen, Dillon Z.
Published: (2025)
by: Chen, Dillon Z.
Published: (2025)
Distance-Restricted Folklore Weisfeiler-Leman GNNs with Provable Cycle Counting Power
by: Zhou, Junru, et al.
Published: (2023)
by: Zhou, Junru, et al.
Published: (2023)
How Hard Is It for Message-Passing GNNs to Simulate One Weisfeiler-Lehman Color-Refinement Step?
by: Cui, Guanyu, et al.
Published: (2024)
by: Cui, Guanyu, et al.
Published: (2024)
Introducing δ-XAI: a novel sensitivity-based method for local AI explanations
by: De Carlo, Alessandro, et al.
Published: (2024)
by: De Carlo, Alessandro, et al.
Published: (2024)
Toward the application of XAI methods in EEG-based systems
by: Apicella, Andrea, et al.
Published: (2022)
by: Apicella, Andrea, et al.
Published: (2022)
A Mechanistic Explanatory Strategy for XAI
by: Rabiza, Marcin
Published: (2024)
by: Rabiza, Marcin
Published: (2024)
XAI for In-hospital Mortality Prediction via Multimodal ICU Data
by: Li, Xingqiao, et al.
Published: (2023)
by: Li, Xingqiao, et al.
Published: (2023)
Finding the right XAI method -- A Guide for the Evaluation and Ranking of Explainable AI Methods in Climate Science
by: Bommer, Philine, et al.
Published: (2023)
by: Bommer, Philine, et al.
Published: (2023)
Fine-Grained Expressive Power of Weisfeiler-Leman: A Homomorphism Counting Perspective
by: Zhou, Junru, et al.
Published: (2024)
by: Zhou, Junru, et al.
Published: (2024)
Weisfeiler and Leman Go Measurement Modeling: Probing the Validity of the WL Test
by: Subramonian, Arjun, et al.
Published: (2023)
by: Subramonian, Arjun, et al.
Published: (2023)
EXACT: Towards a platform for empirically benchmarking Machine Learning model explanation methods
by: Clark, Benedict, et al.
Published: (2024)
by: Clark, Benedict, et al.
Published: (2024)
Axe the X in XAI: A Plea for Understandable AI
by: Páez, Andrés
Published: (2024)
by: Páez, Andrés
Published: (2024)
FAIR_XAI: Improving Multimodal Foundation Model Fairness via Explainability for Wellbeing Assessment
by: Chiang, Sophie, et al.
Published: (2026)
by: Chiang, Sophie, et al.
Published: (2026)
On the Hardness of Computing Counterfactual and Semifactual Explanations in XAI
by: Artelt, André, et al.
Published: (2026)
by: Artelt, André, et al.
Published: (2026)
Reliable Explanations or Random Noise? A Reliability Metric for XAI
by: Sengupta, Poushali, et al.
Published: (2026)
by: Sengupta, Poushali, et al.
Published: (2026)
Weisfeiler and Leman Follow the Arrow of Time: Expressive Power of Message Passing in Temporal Event Graphs
by: Heeg, Franziska, et al.
Published: (2025)
by: Heeg, Franziska, et al.
Published: (2025)
XAI-Units: Benchmarking Explainability Methods with Unit Tests
by: Lee, Jun Rui, et al.
Published: (2025)
by: Lee, Jun Rui, et al.
Published: (2025)
Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective
by: Xiong, Haoyi, et al.
Published: (2024)
by: Xiong, Haoyi, et al.
Published: (2024)
BenchReAD: A systematic benchmark for retinal anomaly detection
by: Lian, Chenyu, et al.
Published: (2025)
by: Lian, Chenyu, et al.
Published: (2025)
STRIDE: Subset-Free Functional Decomposition for XAI in Tabular Settings
by: Ko, Chaeyun
Published: (2025)
by: Ko, Chaeyun
Published: (2025)
OpenXAI: Towards a Transparent Evaluation of Model Explanations
by: Agarwal, Chirag, et al.
Published: (2022)
by: Agarwal, Chirag, et al.
Published: (2022)
Informative Semi-Factuals for XAI: The Elaborated Explanations that People Prefer
by: Aryal, Saugat, et al.
Published: (2026)
by: Aryal, Saugat, et al.
Published: (2026)
The role of positional encodings in the ARC benchmark
by: Costa, Guilherme H. Bandeira, et al.
Published: (2025)
by: Costa, Guilherme H. Bandeira, et al.
Published: (2025)
Similar Items
-
Empowering GNNs via Edge-Aware Weisfeiler-Leman Algorithm
by: Liu, Meng, et al.
Published: (2022) -
An Empirical Evaluation of Rewiring Approaches in Graph Neural Networks
by: Micheli, Alessio, et al.
Published: (2023) -
Efficient quantification on large-scale networks
by: Micheli, Alessio, et al.
Published: (2025) -
Aligning Transformers with Weisfeiler-Leman
by: Müller, Luis, et al.
Published: (2024) -
Graph Diffusion that can Insert and Delete
by: Ninniri, Matteo, et al.
Published: (2025)