From Explainable to Interpretable Deep Learning for Natural Language
Processing in Healthcare: How Far from Reality?

From Explainable to Interpretable Deep Learning for Natural Language Processing in Healthcare: How Far from Reality?

18 March 2024

Guangming Huang

G. Papanastasiou

Papers citing "From Explainable to Interpretable Deep Learning for Natural Language Processing in Healthcare: How Far from Reality?"

11 / 11 papers shown

Title
Mechanistic Interpretability of Fine-Tuned Vision Transformers on Distorted Images: Decoding Attention Head Behavior for Transparent and Trustworthy AI Nooshin Bahador 40 1 0 24 Mar 2025
Advancing oncology with federated learning: transcending boundaries in breast, lung, and prostate cancer. A systematic review A. Ankolekar S. Boie M. Abdollahyan E. Gadaleta S. A. Hasheminasab ... M. Bussmann S. Khalid H. Kruger Philippe Lambin G. Papanastasiou AI4CE 24 1 0 08 Aug 2024
Large Language Models for Wearable Sensor-Based Human Activity Recognition, Health Monitoring, and Behavioral Modeling: A Survey of Early Trends, Datasets, and Challenges Emilio Ferrara LM&MA 39 13 0 09 Jul 2024
Large language models in healthcare and medical domain: A review Zabir Al Nazi Wei Peng LM&MA 31 131 0 12 Dec 2023
Can Current Explainability Help Provide References in Clinical Notes to Support Humans Annotate Medical Codes? Byung-Hak Kim Zhongfen Deng Philip S. Yu Varun Ganapathi ELM 35 6 0 28 Oct 2022
Readability Controllable Biomedical Document Summarization Zheheng Luo Qianqian Xie Sophia Ananiadou 40 36 0 10 Oct 2022
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Zhichao Yang Shufan Wang Bhanu Pratap Singh Rawat Avijit Mitra Hong-ye Yu 119 49 0 07 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,915 0 04 Mar 2022
A Survey on Complex Question Answering over Knowledge Base: Recent Advances and Challenges Bin Fu Yunqi Qiu Chengguang Tang Yang Li Haiyang Yu Jian Sun 161 95 0 26 Jul 2020
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 251 3,683 0 28 Feb 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014