MambaLRP: Explaining Selective State Space Sequence Models

MambaLRP: Explaining Selective State Space Sequence Models

11 June 2024

Klaus-Robert Müller

Papers citing "MambaLRP: Explaining Selective State Space Sequence Models"

15 / 15 papers shown

Title
Observability conditions for neural state-space models with eigenvalues and their roots of unity Andrew Gracyk 22 0 0 22 Apr 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
Demystifying the Token Dynamics of Deep Selective State Space Models Thieu N. Vo Tung D. Pham Xin T. Tong Tan Minh Nguyen Mamba 39 0 0 04 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 18 1 0 30 Aug 2024
The Clever Hans Effect in Unsupervised Learning Jacob R. Kauffmann Jonas Dippel Lukas Ruff Wojciech Samek Klaus-Robert Müller G. Montavon SSL CML HAI 18 1 0 15 Aug 2024
A Survey of Mamba Shuwei Shi Shibing Chu Rui An Wenqi Fan Yuee Xie Hui Liu Yuanping Chen Qing Li AI4CE 27 26 0 02 Aug 2024
DeciMamba: Exploring the Length Extrapolation Potential of Mamba Assaf Ben-Kish Itamar Zimerman Shady Abu Hussein Nadav Cohen Amir Globerson Lior Wolf Raja Giryes Mamba 53 12 0 20 Jun 2024
Graph Mamba: Towards Learning on Graphs with State Space Models Ali Behrouz Farnoosh Hashemi AI4CE 81 57 0 13 Feb 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 59 241 0 04 Feb 2024
Decoupling Pixel Flipping and Occlusion Strategy for Consistent XAI Benchmarks Stefan Blücher Johanna Vielhaben Nils Strodthoff AAML 39 16 0 12 Jan 2024
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma Feifei Li Bo Wang Mamba 72 314 0 09 Jan 2024
Structured State Space Models for In-Context Reinforcement Learning Chris Xiaoxuan Lu Yannick Schroecker Albert Gu Emilio Parisotto Jakob N. Foerster Satinder Singh Feryal M. P. Behbahani AI4TS 84 80 0 07 Mar 2023
Disentangled Explanations of Neural Network Predictions by Finding Relevant Subspaces Pattarawat Chormai J. Herrmann Klaus-Robert Muller G. Montavon FAtt 37 13 0 30 Dec 2022
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 159 3,799 0 14 Dec 2020
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 225 2,069 0 24 Jun 2017