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Interpretability

7,318 papers

Papers per year

Papers

i3Deep: Efficient 3D interactive segmentation with the nnU-Net MIDL 2022
Orientation Estimation of Abdominal Ultrasound Images with Multi-Hypotheses Networks MIDL 2022
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings MIDL 2022
Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning MIDL 2022
Unified Auto Clinical Scoring (Uni-ACS) with Interpretable ML models MLHC 2022
A Multi Instance Learning Approach for Critical View of Safety Detection in Laparoscopic Cholecystectomy MLHC 2022
Learning Optimal Summaries of Clinical Time-series with Concept Bottleneck Models MLHC 2022
Evaluating Uncertainty-Based Deep Learning Explanations for Prostate Lesion Detection MLHC 2022
Do Deep Neural Nets Display Human-like Attention in Short Answer Scoring? NAACL 2022
GlobEnc: Quantifying Global Token Attribution by Incorporating the Whole Encoder Layer in Transformers NAACL 2022
Deconstructing NLG Evaluation: Evaluation Practices, Assumptions, and Their Implications NAACL 2022
Explaining Toxic Text via Knowledge Enhanced Text Generation NAACL 2022
Probing via Prompting NAACL 2022
Same Neurons, Different Languages: Probing Morphosyntax in Multilingual Pre-trained Models NAACL 2022
Implicit n-grams Induced by Recurrence NAACL 2022
RSTGen: Imbuing Fine-Grained Interpretable Control into Long-FormText Generators NAACL 2022
On the Diversity and Limits of Human Explanations NAACL 2022
Locally Aggregated Feature Attribution on Natural Language Model Understanding NAACL 2022
Towards Understanding Large-Scale Discourse Structures in Pre-Trained and Fine-Tuned Language Models NAACL 2022
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction NAACL 2022
Necessity and Sufficiency for Explaining Text Classifiers: A Case Study in Hate Speech Detection NAACL 2022
Interpretable Proof Generation via Iterative Backward Reasoning NAACL 2022
Incorporating Centering Theory into Neural Coreference Resolution NAACL 2022
Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis NAACL 2022
Analyzing Encoded Concepts in Transformer Language Models NAACL 2022