Rethinking Attention-Model Explainability through Faithfulness Violation
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Rethinking Attention-Model Explainability through Faithfulness Violation Test

28 January 2022

Shiqi Wang

Papers citing "Rethinking Attention-Model Explainability through Faithfulness Violation Test"

14 / 14 papers shown

Title
Hierarchical Attention Network for Interpretable ECG-based Heart Disease Classification Mario Padilla Rodriguez Mohamed Nafea 28 0 0 25 Mar 2025
Beyond Accuracy: On the Effects of Fine-tuning Towards Vision-Language Model's Prediction Rationality Qitong Wang Tang Li Kien X. Nguyen Xi Peng 85 0 0 17 Dec 2024
F-Fidelity: A Robust Framework for Faithfulness Evaluation of Explainable AI Xu Zheng Farhad Shirani Zhuomin Chen Chaohao Lin Wei Cheng Wenbo Guo Dongsheng Luo AAML 28 0 0 03 Oct 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models Yifan Hou Jiaoda Li Yu Fei Alessandro Stolfo Wangchunshu Zhou Guangtao Zeng Antoine Bosselut Mrinmaya Sachan LRM 30 40 0 23 Oct 2023
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task Learning Chong Li Shaonan Wang Yunhao Zhang Jiajun Zhang Chengqing Zong 27 4 0 16 Oct 2023
Interpretable Multimodal Misinformation Detection with Logic Reasoning Hui Liu Wenya Wang Haoliang Li 40 22 0 10 May 2023
SpecXAI -- Spectral interpretability of Deep Learning Models Stefan Druc Peter Wooldridge A. Krishnamurthy S. Sarkar Aditya Balu 22 0 0 20 Feb 2023
Truthful Meta-Explanations for Local Interpretability of Machine Learning Models Ioannis Mollas Nick Bassiliades Grigorios Tsoumakas 16 3 0 07 Dec 2022
Semantic Abstraction: Open-World 3D Scene Understanding from 2D Vision-Language Models Huy Ha Shuran Song LM&Ro VLM 37 101 0 23 Jul 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm Jiangning Zhang Xiangtai Li Yabiao Wang Chengjie Wang Yibo Yang Yong Liu Dacheng Tao ViT 34 32 0 19 Jun 2022
Optimizing Relevance Maps of Vision Transformers Improves Robustness Hila Chefer Idan Schwartz Lior Wolf ViT 32 37 0 02 Jun 2022
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,956 0 20 Apr 2018
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,923 0 17 Aug 2015