Explainability Transformers
Table of Contents
ICLR
CVPR
ICCV
ACL
IEEE Trans. Image Process.
Int. J. Comput. Vis.
Pattern Recognit.
Comput. Medical Imaging Graph.
Neural Comput. Appl.
Neurocomputing
Comput. Vis. Image Underst.
ICLR
Expand ICLR
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| XAIguiFormer: explainable artificial intelligence guided transformer for brain disorder identification. | ICLR | 2025 | Link |
CVPR
Expand CVPR
2023
| Title | Venue | Year | Link |
|---|---|---|---|
| X-Pruner: eXplainable Pruning for Vision Transformers. | CVPR | 2023 | Link |
ICCV
Expand ICCV
2021
| Title | Venue | Year | Link |
|---|---|---|---|
| Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers. | ICCV | 2021 | Link |
AAAI
Expand AAAI
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Self-Explainable Graph Transformer for Link Sign Prediction. | AAAI | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Leverage the Explainability of Transformer Models to Improve the DNA 5-Methylcytosine Identification (Student Abstract). | AAAI | 2024 | Link |
2023
| Title | Venue | Year | Link |
|---|---|---|---|
| Multi-Aspect Explainable Inductive Relation Prediction by Sentence Transformer. | AAAI | 2023 | Link |
2022
| Title | Venue | Year | Link |
|---|---|---|---|
| Explainable Survival Analysis with Convolution-Involved Vision Transformer. | AAAI | 2022 | Link |
ACL
Expand ACL
2021
| Title | Venue | Year | Link |
|---|---|---|---|
| Ecco: An Open Source Library for the Explainability of Transformer Language Models. | ACL | 2021 | Link |
IEEE Trans. Image Process.
Expand IEEE Trans. Image Process.
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Explainability Enhanced Object Detection Transformer With Feature Disentanglement. | IEEE Trans. Image Process. | 2024 | Link |
IEEE J. Biomed. Health Informatics
Expand IEEE J. Biomed. Health Informatics
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| SEEG Emotion Recognition Based on Transformer Network With Channel Selection and Explainability. | IEEE J. Biomed. Health Informatics | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Knowledge-Enhanced Graph Topic Transformer for Explainable Biomedical Text Summarization. | IEEE J. Biomed. Health Informatics | 2024 | Link |
| Vision Transformers, Ensemble Model, and Transfer Learning Leveraging Explainable AI for Brain Tumor Detection and Classification. | IEEE J. Biomed. Health Informatics | 2024 | Link |
2022
| Title | Venue | Year | Link |
|---|---|---|---|
| An Explainable Transformer-Based Deep Learning Model for the Prediction of Incident Heart Failure. | IEEE J. Biomed. Health Informatics | 2022 | Link |
| Explainable Identification of Dementia From Transcripts Using Transformer Networks. | IEEE J. Biomed. Health Informatics | 2022 | Link |
Int. J. Comput. Vis.
Expand Int. J. Comput. Vis.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| ICEv2: Interpretability, Comprehensiveness, and Explainability in Vision Transformer. | Int. J. Comput. Vis. | 2025 | Link |
Pattern Recognit.
Expand Pattern Recognit.
2023
| Title | Venue | Year | Link |
|---|---|---|---|
| eX-ViT: A Novel explainable vision transformer for weakly supervised semantic segmentation. | Pattern Recognit. | 2023 | Link |
Comput. Medical Imaging Graph.
Expand Comput. Medical Imaging Graph.
2023
| Title | Venue | Year | Link |
|---|---|---|---|
| Explainable survival analysis with uncertainty using convolution-involved vision transformer. | Comput. Medical Imaging Graph. | 2023 | Link |
Knowl. Based Syst.
Expand Knowl. Based Syst.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Arrhythmia detection in multi-channel ECG images: vision transformer and explainable approaches. | Knowl. Based Syst. | 2025 | Link |
| Explainable TabNet Transformer-based on Google Vizier Optimizer for Anomaly Intrusion Detection System. | Knowl. Based Syst. | 2025 | Link |
| Signal-relationship-aware explainable intrusion detection in controller area networks using graph transformers. | Knowl. Based Syst. | 2025 | Link |
2023
| Title | Venue | Year | Link |
|---|---|---|---|
| KGTN: Knowledge Graph Transformer Network for explainable multi-category item recommendation. | Knowl. Based Syst. | 2023 | Link |
Expert Syst. Appl.
Expand Expert Syst. Appl.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| MADViT: A vision transformer-based multilayer distillation framework for explainable anomaly detection in aerial imagery. | Expert Syst. Appl. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Explainable hybrid tabular Variational Autoencoder and feature Tokenizer Transformer for depression prediction. | Expert Syst. Appl. | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Towards explainable automatic punctuation restoration for Portuguese using transformers. | Expert Syst. Appl. | 2024 | Link |
Neural Comput. Appl.
Expand Neural Comput. Appl.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Multiplex network-based representation of vision transformers for visual explainability. | Neural Comput. Appl. | 2025 | Link |
Neurocomputing
Expand Neurocomputing
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| DistilXIDS: Efficient, lightweight and explainable transformer-based language model for real-time network intrusion detection. | Neurocomputing | 2026 | Link |
Comput. Vis. Image Underst.
Expand Comput. Vis. Image Underst.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| CNNs vs Transformers: Confirmatory factor analysis for eye gaze classification with explainable AI. | Comput. Vis. Image Underst. | 2026 | Link |