k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis

7 December 2023

Papers citing "k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis"

37 / 37 papers shown

Title
Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition Errors Marek Kubis Pawel Skórzewski Marcin Sowañski Tomasz Ziętkiewicz 52 6 0 25 Oct 2023
On the Transformation of Latent Space in Fine-Tuned NLP Models Nadir Durrani Hassan Sajjad Fahim Dalvi Firoj Alam 103 19 0 23 Oct 2022
Visual Comparison of Language Model Adaptation Rita Sevastjanova E. Cakmak Shauli Ravfogel Ryan Cotterell Mennatallah El-Assady VLM 78 16 0 17 Aug 2022
Discovering Latent Concepts Learned in BERT Fahim Dalvi A. Khan Firoj Alam Nadir Durrani Jia Xu Hassan Sajjad SSL 48 61 0 15 May 2022
BERTops: Studying BERT Representations under a Topological Lens Jatin Chauhan Manohar Kaul 70 4 0 02 May 2022
MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages Jack G. M. FitzGerald C. Hench Charith Peris Scott Mackie Kay Rottmann ... Laurie Crist Misha Britan Wouter Leeuwis Gokhan Tur Premkumar Natarajan 65 134 0 18 Apr 2022
Emblaze: Illuminating Machine Learning Representations through Interactive Comparison of Embedding Spaces Venkatesh Sivaraman Yiwei Wu Adam Perer 60 22 0 05 Feb 2022
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,430 0 22 Oct 2020
Understanding and Mitigating the Tradeoff Between Robustness and Accuracy Aditi Raghunathan Sang Michael Xie Fanny Yang John C. Duchi Percy Liang AAML 97 229 0 25 Feb 2020
Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples Angie Boggust Brandon Carter Arvind Satyanarayan 62 64 0 10 Dec 2019
TriMap: Large-scale Dimensionality Reduction Using Triplets Ehsan Amid Manfred K. Warmuth 58 119 0 01 Oct 2019
SANVis: Visual Analytics for Understanding Self-Attention Networks Cheonbok Park Inyoup Na Yongjang Jo Sungbok Shin J. Yoo Bum Chul Kwon Jian Zhao Hyungjong Noh Yeonsoo Lee Jaegul Choo HAI 64 39 0 13 Sep 2019
A Multiscale Visualization of Attention in the Transformer Model Jesse Vig ViT 79 582 0 12 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 153 18,179 0 28 May 2019
Summit: Scaling Deep Learning Interpretability by Visualizing Activation and Attribution Summarizations Fred Hohman Haekyu Park Caleb Robinson Duen Horng Chau FAtt 3DH HAI 52 218 0 04 Apr 2019
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 124 2,673 0 29 Nov 2018
Identifying and Controlling Important Neurons in Neural Machine Translation A. Bau Yonatan Belinkov Hassan Sajjad Nadir Durrani Fahim Dalvi James R. Glass MILM 70 184 0 03 Nov 2018
Neural Nearest Neighbors Networks Tobias Plötz Stefan Roth 73 340 0 30 Oct 2018
EmbeddingVis: A Visual Analytics Approach to Comparative Network Embedding Inspection Quan Li Kristanto Sean Njotoprawiro Hammad Haleem Qiaoan Chen Chris Yi Xiaojuan Ma 39 58 0 28 Aug 2018
Generalisation in humans and deep neural networks Robert Geirhos Carlos R. Medina Temme Jonas Rauber Heiko H. Schutt Matthias Bethge Felix Wichmann OOD 107 609 0 27 Aug 2018
Robustness May Be at Odds with Accuracy Dimitris Tsipras Shibani Santurkar Logan Engstrom Alexander Turner Aleksander Madry AAML 108 1,782 0 30 May 2018
Seq2Seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models Hendrik Strobelt Sebastian Gehrmann M. Behrisch Adam Perer Hanspeter Pfister Alexander M. Rush VLM HAI 54 240 0 25 Apr 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 97 1,626 0 09 Apr 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 199 9,473 0 09 Feb 2018
Simultaneously Learning Neighborship and Projection Matrix for Supervised Dimensionality Reduction Yanwei Pang Bo Zhou Feiping Nie 50 39 0 09 Sep 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 317 12,131 0 19 Jun 2017
ActiVis: Visual Exploration of Industry-Scale Deep Neural Network Models Minsuk Kahng Pierre Yves Andrews Aditya Kalro Duen Horng Chau HAI 72 324 0 06 Apr 2017
Embedding Projector: Interactive Visualization and Interpretation of Embeddings D. Smilkov Nikhil Thorat Charles Nicholson Emily Reif F. Viégas Martin Wattenberg 58 180 0 16 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 522 10,347 0 16 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 325 20,086 0 07 Oct 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 353 8,000 0 23 May 2016
Visualizing Large-scale and High-dimensional Data Jian Tang J. Liu Ming Zhang Qiaozhu Mei AI4TS 75 381 0 01 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Object Detectors Emerge in Deep Scene CNNs Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba ObjD 158 1,283 0 22 Dec 2014
Understanding Deep Image Representations by Inverting Them Aravindh Mahendran Andrea Vedaldi FAtt 131 1,965 0 26 Nov 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,595 0 01 Sep 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 595 15,904 0 12 Nov 2013