AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for
Transformers

AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for Transformers

8 February 2024

Reduan Achtibat

Sayed Mohammad Vakilzadeh Hatefi

Maximilian Dreyer

Sebastian Lapuschkin

Papers citing "AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for Transformers"

19 / 19 papers shown

Title
Understanding LLMs' Cross-Lingual Context Retrieval: How Good It Is And Where It Comes From Changjiang Gao Hankun Lin Shujian Huang Xin Huang Xue Han Junlan Feng Chao Deng Jiajun Chen LRM 47 0 0 15 Apr 2025
Steering CLIP's vision transformer with sparse autoencoders Sonia Joseph Praneet Suresh Ethan Goldfarb Lorenz Hufe Yossi Gandelsman Robert Graham Danilo Bzdok Wojciech Samek Blake A. Richards 51 2 0 11 Apr 2025
Pairwise Matching of Intermediate Representations for Fine-grained Explainability Lauren Shrack T. Haucke Antoine Salaün Arjun Subramonian Sara Beery 42 0 0 28 Mar 2025
CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification Wenlong Yu Qilong Wang Chuang Liu Dong Li Q. Hu LRM 58 0 0 19 Mar 2025
Large Language Models as Attribution Regularizers for Efficient Model Training Davor Vukadin Marin Šilić Goran Delač 36 0 0 27 Feb 2025
Comparing zero-shot self-explanations with human rationales in text classification Stephanie Brandl Oliver Eberle 60 0 0 24 Feb 2025
A Close Look at Decomposition-based XAI-Methods for Transformer Language Models L. Arras Bruno Puri Patrick Kahardipraja Sebastian Lapuschkin Wojciech Samek 35 0 0 21 Feb 2025
JailbreakLens: Interpreting Jailbreak Mechanism in the Lens of Representation and Circuit Zeqing He Zhibo Wang Zhixuan Chu Huiyu Xu Rui Zheng Kui Ren Chun Chen 52 3 0 17 Nov 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 31 0 0 29 Oct 2024
Towards Symbolic XAI -- Explanation Through Human Understandable Logical Relationships Between Features Thomas Schnake Farnoush Rezaei Jafaria Jonas Lederer Ping Xiong Shinichi Nakajima Stefan Gugler G. Montavon Klaus-Robert Müller 34 3 0 30 Aug 2024
Pruning By Explaining Revisited: Optimizing Attribution Methods to Prune CNNs and Transformers Sayed Mohammad Vakilzadeh Hatefi Maximilian Dreyer Reduan Achtibat Thomas Wiegand Wojciech Samek Sebastian Lapuschkin ViT 27 1 0 22 Aug 2024
Aggregated Attributions for Explanatory Analysis of 3D Segmentation Models Maciej Chrabaszcz Hubert Baniecki Piotr Komorowski Szymon Płotka Przemysław Biecek 29 1 0 23 Jul 2024
Unlocking Large Language Model's Planning Capabilities with Maximum Diversity Fine-tuning Wenjun Li Changyu Chen Pradeep Varakantham 45 2 0 15 Jun 2024
MambaLRP: Explaining Selective State Space Sequence Models F. Jafari G. Montavon Klaus-Robert Müller Oliver Eberle Mamba 54 9 0 11 Jun 2024
Decoupling Pixel Flipping and Occlusion Strategy for Consistent XAI Benchmarks Stefan Blücher Johanna Vielhaben Nils Strodthoff AAML 61 20 0 12 Jan 2024
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Luca Longo Mario Brcic Federico Cabitza Jaesik Choi Roberto Confalonieri ... Andrés Páez Wojciech Samek Johannes Schneider Timo Speith Simone Stumpf 24 187 0 30 Oct 2023
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 21 5 0 23 Sep 2023
Feature Perturbation Augmentation for Reliable Evaluation of Importance Estimators in Neural Networks L. Brocki N. C. Chung FAtt AAML 43 11 0 02 Mar 2023
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 298 5,761 0 29 Apr 2021