conftrace_

feature attribution

280 papers

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Also known as

FA

Co-occurring keywords

model interpretability (519) explainable ai (480) shapley value (206) model explanation (155) neural network (6616) text classification (6793) explainable artificial intelligence (130) neural network interpretability (114) integrated gradient (71) attribution method (79)

Papers

One Sample Fits All: Approximating All Probabilistic Values Simultaneously and Efficiently NIPS 2024
Latent Concept-based Explanation of NLP Models EMNLP 2024
The Intelligible and Effective Graph Neural Additive Network NIPS 2024
Comparing Explanation Faithfulness between Multilingual and Monolingual Fine-tuned Language Models NAACL 2024
LLMCheckup: Conversational Examination of Large Language Models via Interpretability Tools and Self-Explanations NAACL 2024
Pathwise Explanation of ReLU Neural Networks AISTATS 2024
LM Transparency Tool: Interactive Tool for Analyzing Transformer Language Models ACL 2024
Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution NIPS 2024
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics NIPS 2024
Token Transformation Matters: Towards Faithful Post-hoc Explanation for Vision Transformer CVPR 2024
Evaluating Saliency Explanations in NLP by Crowdsourcing COLING 2024
LLM Explainability via Attributive Masking Learning EMNLP 2024
SyntaxShap: Syntax-aware Explainability Method for Text Generation ACL 2024
Using Captum to Explain Generative Language Models EMNLP 2023
Stability Guarantees for Feature Attributions with Multiplicative Smoothing NIPS 2023
Cardinality-Minimal Explanations for Monotonic Neural Networks IJCAI 2023
Efficient Shapley Values Estimation by Amortization for Text Classification ACL 2023
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations EMNLP 2023
Easy to Decide, Hard to Agree: Reducing Disagreements Between Saliency Methods ACL 2023
FEAMOE: Fair, Explainable and Adaptive Mixture of Experts IJCAI 2023
Negative Flux Aggregation to Estimate Feature Attributions IJCAI 2023
On the Robustness of Removal-Based Feature Attributions NIPS 2023
Conditional Natural Language Inference EMNLP 2023
TRAK: Attributing Model Behavior at Scale ICML 2023
Dynamic Top-k Estimation Consolidates Disagreement between Feature Attribution Methods EMNLP 2023