Input-Cell Attention Reduces Vanishing Saliency of Recurrent Neural Networks

27 October 2019

Aya Abdelsalam Ismail

Papers citing "Input-Cell Attention Reduces Vanishing Saliency of Recurrent Neural Networks"

24 / 24 papers shown

Title
Explainable AI needs formal notions of explanation correctness Stefan Haufe Rick Wilming Benedict Clark Rustam Zhumagambetov Danny Panknin Ahcène Boubekki XAI 77 2 0 22 Sep 2024
GECOBench: A Gender-Controlled Text Dataset and Benchmark for Quantifying Biases in Explanations Rick Wilming Artur Dox Hjalmar Schulz Marta Oliveira Benedict Clark Stefan Haufe 100 2 0 17 Jun 2024
Applications of interpretable deep learning in neuroimaging: a comprehensive review Lindsay Munroe Mariana da Silva Faezeh Heidari I. Grigorescu Simon Dahan E. C. Robinson Maria Deprez Po-Wah So AI4CE 56 7 0 30 May 2024
Explaining Time Series via Contrastive and Locally Sparse Perturbations Zichuan Liu Yingying Zhang Tianchun Wang Zefan Wang Dongsheng Luo ... Min Wu Yi Wang Chunlin Chen Lunting Fan Qingsong Wen 125 11 0 16 Jan 2024
SCAAT: Improving Neural Network Interpretability via Saliency Constrained Adaptive Adversarial Training Rui Xu Wenkang Qin Peixiang Huang Hao Wang Lin Luo FAtt AAML 57 3 0 09 Nov 2023
Hiding Backdoors within Event Sequence Data via Poisoning Attacks Elizaveta Kovtun A. Ermilova Dmitry Berestnev Alexey Zaytsev SILM AAML 66 1 0 20 Aug 2023
Finding Short Signals in Long Irregular Time Series with Continuous-Time Attention Policy Networks Thomas Hartvigsen Jidapa Thadajarassiri Xiangnan Kong Elke A. Rundensteiner AI4TS 38 2 0 08 Feb 2023
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement Yuante Li Xin-xin Lu Yaqing Wang De-Yu Dou DiffM AI4TS 97 105 0 08 Jan 2023
Robust representations of oil wells' intervals via sparse attention mechanism Alina Rogulina N. Baramiia Valerii Kornilov Sergey Petrakov Alexey Zaytsev AI4TS OOD 67 1 0 29 Dec 2022
Data-Centric Debugging: mitigating model failures via targeted data collection Sahil Singla Atoosa Malemir Chegini Mazda Moayeri Soheil Feiz 94 4 0 17 Nov 2022
WindowSHAP: An Efficient Framework for Explaining Time-series Classifiers based on Shapley Values Amin Nayebi Sindhu Tipirneni Chandan K. Reddy Brandon Foreman V. Subbian FAtt AI4TS 51 22 0 11 Nov 2022
BolT: Fused Window Transformers for fMRI Time Series Analysis H. Bedel Irmak Sivgin Onat Dalmaz S. Dar Tolga Çukur 130 59 0 23 May 2022
Core Risk Minimization using Salient ImageNet Sahil Singla Mazda Moayeri Soheil Feizi 88 14 0 28 Mar 2022
Improving Deep Learning Interpretability by Saliency Guided Training Aya Abdelsalam Ismail H. C. Bravo Soheil Feizi FAtt 105 83 0 29 Nov 2021
Scrutinizing XAI using linear ground-truth data with suppressor variables Rick Wilming Céline Budding K. Müller Stefan Haufe FAtt 61 26 0 14 Nov 2021
Salient ImageNet: How to discover spurious features in Deep Learning? Sahil Singla Soheil Feizi AAML VLM 105 120 0 08 Oct 2021
Explaining Time Series Predictions with Dynamic Masks Jonathan Crabbé M. Schaar FAtt AI4TS 104 81 0 09 Jun 2021
Feature Importance Explanations for Temporal Black-Box Models Akshay Sood M. Craven FAtt OOD 123 16 0 23 Feb 2021
TimeSHAP: Explaining Recurrent Models through Sequence Perturbations João Bento Pedro Saleiro André F. Cruz Mário A. T. Figueiredo P. Bizarro FAtt AI4TS 85 97 0 30 Nov 2020
Benchmarking Deep Learning Interpretability in Time Series Predictions Aya Abdelsalam Ismail Mohamed K. Gunady H. C. Bravo Soheil Feizi XAI AI4TS FAtt 72 173 0 26 Oct 2020
Spatiotemporal Attention for Multivariate Time Series Prediction and Interpretation Tryambak Gangopadhyay Sin Yong Tan Zhanhong Jiang Rui Meng Soumik Sarkar AI4TS 103 46 0 11 Aug 2020
ProtoryNet - Interpretable Text Classification Via Prototype Trajectories Dat Hong Tong Wang Stephen S. Baek AI4TS 46 0 0 03 Jul 2020
Improving the Interpretability of fMRI Decoding using Deep Neural Networks and Adversarial Robustness Patrick McClure Dustin Moraczewski K. Lam Adam G. Thomas Francisco Pereira FAtt AAML 36 4 0 23 Apr 2020
What went wrong and when? Instance-wise Feature Importance for Time-series Models S. Tonekaboni Shalmali Joshi Kieran Campbell David Duvenaud Anna Goldenberg FAtt OOD AI4TS 134 14 0 05 Mar 2020