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Papers
Analyzing Hate Speech Amplification on Fringe Platforms
ACL 2026
Building a Bridge Between the Shapley Value, Prime Implicants and Counterfactual Explanations: a Theoretical Analysis
UAI 2026
Causal Importance for Physics-Informed Machine Learning
CLeaR 2026
cc-Shapley: Measuring Multivariate Feature Importance Needs Causal Context
UAI 2026
Diagnosing Conformal Prediction Failures Under Distribution Shift: A COVID-19 Case Study
UAI 2026
Accurate Estimation of Feature Importance Faithfulness for Tree Models
AAAI 2025
Bayesian Decision Theory on Decision Trees: Uncertainty Evaluation and Interpretability
AISTATS 2025
DiffCAM: Data-Driven Saliency Maps by Capturing Feature Differences
CVPR 2025
Disentangling Interactions and Dependencies in Feature Attributions
AISTATS 2025
Evaluating Sensitivity Consistency of Explanations
WACV 2025
Feature Importance across Domains for Improving Non-Intrusive Speech Intelligibility Prediction in Hearing Aids
Interspeech 2025
Feature Importance Metrics in the Presence of Missing Data
ICML 2025
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
ICLR 2025
Modular Arithmetic: Language Models Solve Math Digit by Digit
IJCNLP 2025
Neural Reasoning Networks: Efficient Interpretable Neural Networks with Automatic Textual Explanations
AAAI 2025
Pixel2Feature Attack (P2FA): Rethinking the Perturbed Space to Enhance Adversarial Transferability
ICML 2025
REPEAT: Improving Uncertainty Estimation in Representation Learning Explainability
AAAI 2025
SMP-Attack: Boosting the Transferability of Feature Importance-based Adversarial Attack with Semantics-aware Multi-granularity Patchout
ICCV 2025
Statistical Significance of Feature Importance Rankings
UAI 2025
The Reader is the Metric: How Textual Features and Reader Profiles Explain Conflicting Evaluations of AI Creative Writing
ACL 2025
Towards Trustable SHAP Scores
AAAI 2025
When LRP Diverges from Leave-One-Out in Transformers
EMNLP 2025
Accelerating the Global Aggregation of Local Explanations
AAAI 2024
An Information-Theoretic Approach to Analyze NLP Classification Tasks
ACL 2024
Axiomatic Aggregations of Abductive Explanations
AAAI 2024