Visualizing and Understanding Recurrent Networks

5 June 2015

Li Fei-Fei

Papers citing "Visualizing and Understanding Recurrent Networks"

50 / 455 papers shown

Title
WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition Marius Bock Hilde Kuehne Kristof Van Laerhoven Michael Moeller EgoV 42 24 0 11 Apr 2023
Exposing the Functionalities of Neurons for Gated Recurrent Unit Based Sequence-to-Sequence Model Yi-Ting Lee Da-Yi Wu Chih-Chun Yang Shou-De Lin MILM 24 0 0 27 Mar 2023
DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction Zhijie Wang Yuheng Huang D. Song Lei Ma Tianyi Zhang HAI 53 5 0 02 Mar 2023
Toward a Theory of Causation for Interpreting Neural Code Models David Nader-Palacio Alejandro Velasco Nathan Cooper Á. Rodríguez Kevin Moran Denys Poshyvanyk 28 17 0 07 Feb 2023
Evaluating Neuron Interpretation Methods of NLP Models Yimin Fan Fahim Dalvi Nadir Durrani Hassan Sajjad 37 8 0 30 Jan 2023
Explaining Deep Learning Hidden Neuron Activations using Concept Induction Abhilekha Dalal Md Kamruzzaman Sarker Adrita Barua Pascal Hitzler FAtt 6 2 0 23 Jan 2023
Hierarchical Explanations for Video Action Recognition Sadaf Gulshad Teng Long Nanne van Noord FAtt 29 6 0 01 Jan 2023
Towards Scalable Physically Consistent Neural Networks: an Application to Data-driven Multi-zone Thermal Building Models L. D. Natale B. Svetozarevic Philipp Heer Colin N. Jones AI4CE 26 28 0 23 Dec 2022
State-Regularized Recurrent Neural Networks to Extract Automata and Explain Predictions Cheng Wang Carolin (Haas) Lawrence Mathias Niepert 21 3 0 10 Dec 2022
Finding Skill Neurons in Pre-trained Transformer-based Language Models Xiaozhi Wang Kaiyue Wen Zhengyan Zhang Lei Hou Zhiyuan Liu Juanzi Li MILM MoE 27 50 0 14 Nov 2022
Machine learning-based approach for online fault Diagnosis of Discrete Event System R. Saddem D. Baptiste 8 3 0 24 Oct 2022
Probing with Noise: Unpicking the Warp and Weft of Embeddings Filip Klubicka John D. Kelleher 30 4 0 21 Oct 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 29 82 0 13 Oct 2022
Feature Importance for Time Series Data: Improving KernelSHAP M. Villani J. Lockhart Daniele Magazzeni FAtt AI4TS 40 6 0 05 Oct 2022
Mining Duplicate Questions of Stack Overflow Mihir Kale Anirudha Rayasam R. Parik Pranav Dheram 21 7 0 04 Oct 2022
Model Zoos: A Dataset of Diverse Populations of Neural Network Models Konstantin Schurholt Diyar Taskiran Boris Knyazev Xavier Giró-i-Nieto Damian Borth 60 29 0 29 Sep 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 114 109 0 22 Sep 2022
Policy Optimization with Sparse Global Contrastive Explanations Jiayu Yao S. Parbhoo Weiwei Pan Finale Doshi-Velez OffRL 22 1 0 13 Jul 2022
Analyzing Encoded Concepts in Transformer Language Models Hassan Sajjad Nadir Durrani Fahim Dalvi Firoj Alam A. Khan Jia Xu 22 41 0 27 Jun 2022
Discovering Salient Neurons in Deep NLP Models Nadir Durrani Fahim Dalvi Hassan Sajjad KELM MILM 16 15 0 27 Jun 2022
A Unified Understanding of Deep NLP Models for Text Classification Zhuguo Li Xiting Wang Weikai Yang Jing Wu Zhengyan Zhang Zhiyuan Liu Maosong Sun Hui Zhang Shixia Liu VLM 28 30 0 19 Jun 2022
The Road to Explainability is Paved with Bias: Measuring the Fairness of Explanations Aparna Balagopalan Haoran Zhang Kimia Hamidieh Thomas Hartvigsen Frank Rudzicz Marzyeh Ghassemi 38 78 0 06 May 2022
Implicit N-grams Induced by Recurrence Xiaobing Sun Wei Lu 27 3 0 05 May 2022
DeepBayes -- an estimator for parameter estimation in stochastic nonlinear dynamical models Anubhab Ghosh M. Abdalmoaty S. Chatterjee H. Hjalmarsson BDL 11 3 0 04 May 2022
Visualizing and Explaining Language Models Adrian M. P. Braşoveanu Razvan Andonie MILM VLM 29 4 0 30 Apr 2022
A Multilingual Perspective Towards the Evaluation of Attribution Methods in Natural Language Inference Kerem Zaman Yonatan Belinkov 29 8 0 11 Apr 2022
VL-InterpreT: An Interactive Visualization Tool for Interpreting Vision-Language Transformers Estelle Aflalo Meng Du Shao-Yen Tseng Yongfei Liu Chenfei Wu Nan Duan Vasudev Lal 33 45 0 30 Mar 2022
Explainability in Graph Neural Networks: An Experimental Survey Peibo Li Yixing Yang Maurice Pagnucco Yang Song 29 31 0 17 Mar 2022
Neural Network Training with Asymmetric Crosspoint Elements M. Onen Tayfun Gokmen T. Todorov T. Nowicki Jesús A. del Alamo J. Rozen W. Haensch Seyoung Kim 34 19 0 31 Jan 2022
Extracting Finite Automata from RNNs Using State Merging William Merrill Nikolaos Tsilivis 22 14 0 28 Jan 2022
Attention cannot be an Explanation Arjun Reddy Akula Song-Chun Zhu FAtt XAI 20 6 0 26 Jan 2022
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 206 117 0 26 Jan 2022
A Latent-Variable Model for Intrinsic Probing Karolina Stañczak Lucas Torroba Hennigen Adina Williams Ryan Cotterell Isabelle Augenstein 29 4 0 20 Jan 2022
Temporal-Spatial Causal Interpretations for Vision-Based Reinforcement Learning Wenjie Shi Gao Huang Shiji Song Cheng Wu 34 9 0 06 Dec 2021
Controlling Conditional Language Models without Catastrophic Forgetting Tomasz Korbak Hady ElSahar Germán Kruszewski Marc Dymetman CLL AI4CE 23 33 0 01 Dec 2021
Data-Based Models for Hurricane Evolution Prediction: A Deep Learning Approach Rikhi Bose A. Pintar E. Simiu 21 0 0 30 Oct 2021
Hyper-Representations: Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction Konstantin Schurholt Dimche Kostadinov Damian Borth SSL 41 14 0 28 Oct 2021
Logical Activation Functions: Logit-space equivalents of Probabilistic Boolean Operators S. Lowe Robert C. Earle Jason dÉon Thomas Trappenberg Sageev Oore 23 1 0 22 Oct 2021
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 19 44 0 20 Oct 2021
GenNI: Human-AI Collaboration for Data-Backed Text Generation Hendrik Strobelt J. Kinley Robert Krueger Johanna Beyer Hanspeter Pfister Alexander M. Rush 28 23 0 19 Oct 2021
Distinguishing rule- and exemplar-based generalization in learning systems Ishita Dasgupta Erin Grant Thomas Griffiths 18 13 0 08 Oct 2021
Short-term traffic prediction using physics-aware neural networks M. Pereira Annika Lang Balázs Kulcsár 34 21 0 21 Sep 2021
CX-ToM: Counterfactual Explanations with Theory-of-Mind for Enhancing Human Trust in Image Recognition Models Arjun Reddy Akula Keze Wang Changsong Liu Sari Saba-Sadiya Hongjing Lu S. Todorovic J. Chai Song-Chun Zhu 31 47 0 03 Sep 2021
Thermostat: A Large Collection of NLP Model Explanations and Analysis Tools Nils Feldhus Robert Schwarzenberg Sebastian Möller 24 14 0 31 Aug 2021
Neuron-level Interpretation of Deep NLP Models: A Survey Hassan Sajjad Nadir Durrani Fahim Dalvi MILM AI4CE 35 80 0 30 Aug 2021
A Learning-Based Fast Uplink Grant for Massive IoT via Support Vector Machines and Long Short-Term Memory Eslam Eldeeb M. Shehab Hirley Alves 17 26 0 02 Aug 2021
Improving Deep Learning for HAR with shallow LSTMs Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven HAI AI4TS 20 53 0 02 Aug 2021
Discovering Distinctive "Semantics" in Super-Resolution Networks Yihao Liu Anran Liu Jinjin Gu Zhipeng Zhang Wenhao Wu Yu Qiao Chao Dong SupR 25 18 0 01 Aug 2021
M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis Xingbo Wang Jianben He Zhihua Jin Muqiao Yang Yong Wang Huamin Qu 13 75 0 17 Jul 2021
SpreadsheetCoder: Formula Prediction from Semi-structured Context Xinyun Chen Petros Maniatis Rishabh Singh Charles Sutton H. Dai Max Lin Denny Zhou LMTD AI4TS 19 47 0 26 Jun 2021