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Papers
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision
AAAI 2024
Investigating the Impact of Model Instability on Explanations and Uncertainty
ACL 2024
IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons
NeurIPS 2024
Manifold Integrated Gradients: Riemannian Geometry for Feature Attribution
ICML 2024
SEMANTIFY: Unveiling Memes with Robust Interpretability beyond Input Attribution
IJCAI 2024
The Impact of Integration Step on Integrated Gradients
EACL 2024
AD-KD: Attribution-Driven Knowledge Distillation for Language Model Compression
ACL 2023
Analyzing and Diagnosing Pose Estimation With Attributions
CVPR 2023
An Attribution Method for Siamese Encoders
EMNLP 2023
A Novel Counterfactual Data Augmentation Method for Aspect-Based Sentiment Analysis
ACML 2023
Beyond Single Path Integrated Gradients for Reliable Input Attribution via Randomized Path Sampling
ICCV 2023
Contrastive Learning-based Sentence Encoders Implicitly Weight Informative Words
EMNLP 2023
DEPN: Detecting and Editing Privacy Neurons in Pretrained Language Models
EMNLP 2023
Dynamic Top-k Estimation Consolidates Disagreement between Feature Attribution Methods
EMNLP 2023
ExASAG: Explainable Framework for Automatic Short Answer Grading
ACL 2023
IDGI: A Framework To Eliminate Explanation Noise From Integrated Gradients
CVPR 2023
Learning Re-sampling Methods with Parameter Attribution for Image Super-resolution
NeurIPS 2023
Sequential Integrated Gradients: a simple but effective method for explaining language models
ACL 2023
Transferable Adversarial Attack for Both Vision Transformers and Convolutional Networks via Momentum Integrated Gradients
ICCV 2023
A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions
ICML 2022
Can Emotion Carriers Explain Automatic Sentiment Prediction? A Study on Personal Narratives
ACL 2022
Distilled Gradient Aggregation: Purify Features for Input Attribution in the Deep Neural Network
NeurIPS 2022
Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI Evaluation
ACL 2022
Explainable Publication Year Prediction of Eighteenth Century Texts with the BERT Model
ACL 2022
Explaining Classes through Stable Word Attributions
ACL 2022