XAI | 🍎 Paper Today I Read 🦔

[161] MM-SHAP: A Performance-agnostic Metric for Measuring Multimodal Contributions in Vision and Language Models & Tasks

25min 2022Q4 XAI ACL

[158] A Mathematical Framework for Transformer Circuits

2021Q4 XAI anthropic

[156] Interpreting CLIP's Image Representation via Text-Based Decomposition

ICLR CLIP XAI 2023Q4

[157] LeGrad: An Explainability Method for Vision Transformers via Feature Formation Sensitivity

CLIP XAI 2024Q2

[154] Mismatch Quest: Visual and Textual Feedback for Image-Text Misalignment

google XAI evaluation 2024Q2

[153] Contrastive Explanations for Model Interpretability

2021Q1 XAI emnlp AI2

[151] FOIL it! Find One mismatch between Image and Language caption

dataset 2017 XAI evaluation

[150] Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

[147] Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers

ICCV 2021Q1 XAI

[146] Transformer Interpretability Beyond Attention Visualization

2020Q1 CVPR XAI

[77] Interpretable Image Classification with Differentiable Prototype Assignment

2022Q3 ECCV XAI

[75] SESS: Saliency Enhancing with Scaling and Sliding

2022Q3 25min ECCV XAI