Effector: A Python package for regional explanations
Fuente:
arXiv
Saved in:
| Main Authors: | Gkolemis, Vasilis, Diou, Christos, Kyriakopoulos, Dimitris, Tsopelas, Konstantinos, Herbinger, Julia, Baniecki, Hubert, Rontogiannis, Dimitrios, Kavouras, Loukas, Muschalik, Maximilian, Dalamagas, Theodore, Ntoutsi, Eirini, Bischl, Bernd, Casalicchio, Giuseppe |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Interpretability-by-Design with Accurate Locally Additive Models and Conditional Feature Effects
by: Gkolemis, Vasilis, et al.
Published: (2026)
by: Gkolemis, Vasilis, et al.
Published: (2026)
Fast and Robust Simulation-Based Inference With Optimization Monte Carlo
by: Gkolemis, Vasilis, et al.
Published: (2025)
by: Gkolemis, Vasilis, et al.
Published: (2025)
On the Robustness of Global Feature Effect Explanations
by: Baniecki, Hubert, et al.
Published: (2024)
by: Baniecki, Hubert, et al.
Published: (2024)
Efficient and Accurate Explanation Estimation with Distribution Compression
by: Baniecki, Hubert, et al.
Published: (2024)
by: Baniecki, Hubert, et al.
Published: (2024)
GLANCE: Global Actions in a Nutshell for Counterfactual Explainability
by: Kavouras, Loukas, et al.
Published: (2024)
by: Kavouras, Loukas, et al.
Published: (2024)
Decomposing Global Feature Effects Based on Feature Interactions
by: Herbinger, Julia, et al.
Published: (2023)
by: Herbinger, Julia, et al.
Published: (2023)
FALE: Fairness-Aware ALE Plots for Auditing Bias in Subgroups
by: Giannopoulos, Giorgos, et al.
Published: (2024)
by: Giannopoulos, Giorgos, et al.
Published: (2024)
A system for objectively measuring behavior and the environment to support large-scale studies on childhood obesity
by: Papapanagiotou, Vasileios, et al.
Published: (2025)
by: Papapanagiotou, Vasileios, et al.
Published: (2025)
FairBranch: Mitigating Bias Transfer in Fair Multi-task Learning
by: Roy, Arjun, et al.
Published: (2023)
by: Roy, Arjun, et al.
Published: (2023)
shapiq: Shapley Interactions for Machine Learning
by: Muschalik, Maximilian, et al.
Published: (2024)
by: Muschalik, Maximilian, et al.
Published: (2024)
Explaining Similarity in Vision-Language Encoders with Weighted Banzhaf Interactions
by: Baniecki, Hubert, et al.
Published: (2025)
by: Baniecki, Hubert, et al.
Published: (2025)
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
by: Fumagalli, Fabian, et al.
Published: (2024)
by: Fumagalli, Fabian, et al.
Published: (2024)
Functional Decomposition and Shapley Interactions for Interpreting Survival Models
by: Langbein, Sophie Hanna, et al.
Published: (2026)
by: Langbein, Sophie Hanna, et al.
Published: (2026)
TABFAIRGDT: A Fast Fair Tabular Data Generator using Autoregressive Decision Trees
by: Panagiotou, Emmanouil, et al.
Published: (2025)
by: Panagiotou, Emmanouil, et al.
Published: (2025)
Analyzing Error Sources in Global Feature Effect Estimation
by: Heiß, Timo, et al.
Published: (2026)
by: Heiß, Timo, et al.
Published: (2026)
Synthetic Tabular Data Generation for Class Imbalance and Fairness: A Comparative Study
by: Panagiotou, Emmanouil, et al.
Published: (2024)
by: Panagiotou, Emmanouil, et al.
Published: (2024)
Exploring Fusion Techniques in Multimodal AI-Based Recruitment: Insights from FairCVdb
by: Swati, Swati, et al.
Published: (2024)
by: Swati, Swati, et al.
Published: (2024)
Adversarial attacks and defenses in explainable artificial intelligence: A survey
by: Baniecki, Hubert, et al.
Published: (2023)
by: Baniecki, Hubert, et al.
Published: (2023)
Birds look like cars: Adversarial analysis of intrinsically interpretable deep learning
by: Baniecki, Hubert, et al.
Published: (2025)
by: Baniecki, Hubert, et al.
Published: (2025)
Learning Robust Intervention Representations with Delta Embeddings
by: Alimisis, Panagiotis, et al.
Published: (2025)
by: Alimisis, Panagiotis, et al.
Published: (2025)
Gradient-Guided Annealing for Domain Generalization
by: Ballas, Aristotelis, et al.
Published: (2025)
by: Ballas, Aristotelis, et al.
Published: (2025)
Flatness and Gradient Alignment Are Both Necessary: Spectral-Aware Gradient-Aligned Exploration for Multi-Distribution Learning
by: Ballas, Aristotelis, et al.
Published: (2026)
by: Ballas, Aristotelis, et al.
Published: (2026)
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent Data
by: Ballas, Aristotelis, et al.
Published: (2024)
by: Ballas, Aristotelis, et al.
Published: (2024)
Multi-Scale and Multi-Layer Contrastive Learning for Domain Generalization
by: Ballas, Aristotelis, et al.
Published: (2023)
by: Ballas, Aristotelis, et al.
Published: (2023)
Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration
by: Rodemann, Julian, et al.
Published: (2024)
by: Rodemann, Julian, et al.
Published: (2024)
Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual Fair Graph Clustering
by: Ghodsi, Siamak, et al.
Published: (2024)
by: Ghodsi, Siamak, et al.
Published: (2024)
Adversarial Robustness of VAEs across Intersectional Subgroups
by: Ramanaik, Chethan Krishnamurthy, et al.
Published: (2024)
by: Ramanaik, Chethan Krishnamurthy, et al.
Published: (2024)
Mitigating Semantic Drift: Evaluating LLMs' Efficacy in Psychotherapy through MI Dialogue Summarization
by: Kumar, Vivek, et al.
Published: (2025)
by: Kumar, Vivek, et al.
Published: (2025)
Fairness in AI: challenges in bridging the gap between algorithms and law
by: Giannopoulos, Giorgos, et al.
Published: (2024)
by: Giannopoulos, Giorgos, et al.
Published: (2024)
Proxy-Based Approximation of Shapley and Banzhaf Interactions
by: Thies, Santo M. A. R., et al.
Published: (2026)
by: Thies, Santo M. A. R., et al.
Published: (2026)
GRANITE: A Generalized Regional Framework for Identifying Agreement in Feature-Based Explanations
by: Herbinger, Julia, et al.
Published: (2026)
by: Herbinger, Julia, et al.
Published: (2026)
mlr3summary: Concise and interpretable summaries for machine learning models
by: Dandl, Susanne, et al.
Published: (2024)
by: Dandl, Susanne, et al.
Published: (2024)
survex: an R package for explaining machine learning survival models
by: Spytek, Mikołaj, et al.
Published: (2023)
by: Spytek, Mikołaj, et al.
Published: (2023)
MMM-fair: An Interactive Toolkit for Exploring and Operationalizing Multi-Fairness Trade-offs
by: Swati, Swati, et al.
Published: (2025)
by: Swati, Swati, et al.
Published: (2025)
Transparent Neighborhood Approximation for Text Classifier Explanation
by: Cai, Yi, et al.
Published: (2024)
by: Cai, Yi, et al.
Published: (2024)
Achieving Socio-Economic Parity through the Lens of EU AI Act
by: Roy, Arjun, et al.
Published: (2025)
by: Roy, Arjun, et al.
Published: (2025)
Shape error prediction in 5-axis machining using graph neural networks
by: Huuk, Julia, et al.
Published: (2024)
by: Huuk, Julia, et al.
Published: (2024)
TABCF: Counterfactual Explanations for Tabular Data Using a Transformer-Based VAE
by: Panagiotou, Emmanouil, et al.
Published: (2024)
by: Panagiotou, Emmanouil, et al.
Published: (2024)
Using Harmonics for Low-Cost Jamming
by: Ieropoulos, Vasilis, et al.
Published: (2024)
by: Ieropoulos, Vasilis, et al.
Published: (2024)
The Grammar of Interactive Explanatory Model Analysis
by: Baniecki, Hubert, et al.
Published: (2020)
by: Baniecki, Hubert, et al.
Published: (2020)
Similar Items
-
Interpretability-by-Design with Accurate Locally Additive Models and Conditional Feature Effects
by: Gkolemis, Vasilis, et al.
Published: (2026) -
Fast and Robust Simulation-Based Inference With Optimization Monte Carlo
by: Gkolemis, Vasilis, et al.
Published: (2025) -
On the Robustness of Global Feature Effect Explanations
by: Baniecki, Hubert, et al.
Published: (2024) -
Efficient and Accurate Explanation Estimation with Distribution Compression
by: Baniecki, Hubert, et al.
Published: (2024) -
GLANCE: Global Actions in a Nutshell for Counterfactual Explainability
by: Kavouras, Loukas, et al.
Published: (2024)