conftrace_

model interpretation

93 papers

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Co-occurring keywords

neural network (6616) model interpretability (519) feature attribution (280) shapley value (206) influence function (143) feature importance (139) adversarial attack (1621) saliency map (125) deep learning (2118) explainable ai (480)

Papers

Local Explanation of Dialogue Response Generation NIPS 2021
Self-Interpretable Model with Transformation Equivariant Interpretation NIPS 2021
Statistically Consistent Saliency Estimation ICCV 2021
Explaining Deep Neural Network Models with Adversarial Gradient Integration IJCAI 2021
Building Reliable Explanations of Unreliable Neural Networks: Locally Smoothing Perspective of Model Interpretation CVPR 2021
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution ACL 2021
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution IJCNLP 2021
Improving KernelSHAP: Practical Shapley Value Estimation Using Linear Regression AISTATS 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging EMNLP 2021
T3-Vis: visual analytic for Training and fine-Tuning Transformers in NLP EMNLP 2021
Attribution Preservation in Network Compression for Reliable Network Interpretation NIPS 2020
Interpretation of NLP models through input marginalization EMNLP 2020
Towards Interpreting BERT for Reading Comprehension Based QA EMNLP 2020
Neuron Shapley: Discovering the Responsible Neurons NIPS 2020
Interpreting Multimodal Machine Learning Models Trained for Emotion Recognition to Address Robustness and Privacy Concerns AAAI 2020
Towards Interpretation of Pairwise Learning AAAI 2020
LS-Tree: Model Interpretation When the Data Are Linguistic AAAI 2020
The Shapley Taylor Interaction Index ICML 2020
exBERT: A Visual Analysis Tool to Explore Learned Representations in Transformer Models ACL 2020
Interpreting Twitter User Geolocation ACL 2020
Towards Interpreting Deep Learning Models to Understand Loss of Speech Intelligibility in Speech Disorders — Step 1: CNN Model-Based Phone Classification INTERSPEECH 2020
Modularized Transfomer-based Ranking Framework EMNLP 2020
Multi-Stage Influence Function NIPS 2020
Towards Faithfully Interpretable NLP Systems: How Should We Define and Evaluate Faithfulness? ACL 2020
CXPlain: Causal Explanations for Model Interpretation under Uncertainty NIPS 2019