Are We Closing the Loop Yet? Gaps in the Generalizability of VIS4ML Research

10 August 2023

Hariharan Subramonyam

Papers citing "Are We Closing the Loop Yet? Gaps in the Generalizability of VIS4ML Research"

22 / 22 papers shown

Title
Diagnosing Ensemble Few-Shot Classifiers Weikai Yang Xi Ye Xingxing Zhang Lanxi Xiao Jiazhi Xia Zhongyuan Wang Jun Zhu Hanspeter Pfister Shixia Liu 63 19 0 09 Jun 2022
ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective Jinbin Huang Aditi Mishra Bum Chul Kwon Chris Bryan FAtt HAI 89 33 0 04 Apr 2022
HardVis: Visual Analytics to Handle Instance Hardness Using Undersampling and Oversampling Techniques Angelos Chatzimparmpas F. Paulovich Andreas Kerren 41 8 0 29 Mar 2022
The worst of both worlds: A comparative analysis of errors in learning from data in psychology and machine learning Jessica Hullman Sayash Kapoor Priyanka Nanayakkara Andrew Gelman Arvind Narayanan 62 39 0 12 Mar 2022
NeuroCartography: Scalable Automatic Visual Summarization of Concepts in Deep Neural Networks Haekyu Park Nilaksh Das Rahul Duggal Austin P. Wright Omar Shaikh Fred Hohman Duen Horng Chau HAI 54 25 0 29 Aug 2021
Towards Visual Explainable Active Learning for Zero-Shot Classification Shichao Jia Zeyu Li Nuo Chen Jiawan Zhang VLM 65 24 0 15 Aug 2021
VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization Angelos Chatzimparmpas Rafael M. Martins Kostiantyn Kucher Andreas Kerren 48 21 0 02 Dec 2020
NAS-Navigator: Visual Steering for Explainable One-Shot Deep Neural Network Synthesis Anjul Tyagi C. Xie Klaus Mueller 45 6 0 28 Sep 2020
Should We Trust (X)AI? Design Dimensions for Structured Experimental Evaluations F. Sperrle Mennatallah El-Assady G. Guo Duen Horng Chau Alex Endert Daniel A. Keim 59 19 0 14 Sep 2020
Boxer: Interactive Comparison of Classifier Results Michael Gleicher Aditya Barve Xinyi Yu Florian Heimerl VLM HAI 63 40 0 16 Apr 2020
Analyzing the Noise Robustness of Deep Neural Networks Kelei Cao Mengchen Liu Hang Su Jing Wu Jun Zhu Shixia Liu AAML 122 90 0 26 Jan 2020
DRLViz: Understanding Decisions and Memory in Deep Reinforcement Learning Theo Jaunet Romain Vuillemot Christian Wolf HAI 106 36 0 06 Sep 2019
Semantic Concept Spaces: Guided Topic Model Refinement using Word-Embedding Projections Mennatallah El-Assady Rebecca Kehlbeck C. Collins Daniel A. Keim Oliver Deussen 43 43 0 01 Aug 2019
Ablate, Variate, and Contemplate: Visual Analytics for Discovering Neural Architectures Dylan Cashman Adam Perer Remco Chang Hendrik Strobelt KELM 44 29 0 30 Jul 2019
Criteria for Rigor in Visualization Design Study Miriah D. Meyer J. Dykes 47 97 0 19 Jul 2019
The What-If Tool: Interactive Probing of Machine Learning Models James Wexler Mahima Pushkarna Tolga Bolukbasi Martin Wattenberg F. Viégas Jimbo Wilson VLM 79 495 0 09 Jul 2019
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems Laura von Rueden S. Mayer Katharina Beckh B. Georgiev Sven Giesselbach ... Rajkumar Ramamurthy Michal Walczak Jochen Garcke Christian Bauckhage Jannis Schuecker 77 641 0 29 Mar 2019
RuleMatrix: Visualizing and Understanding Classifiers with Rules Yao Ming Huamin Qu E. Bertini FAtt 64 215 0 17 Jul 2018
RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records Bum Chul Kwon Min-Je Choi J. Kim Edward Choi Young Bin Kim Soonwook Kwon Jimeng Sun Jaegul Choo 69 252 0 28 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
An Analysis of the t-SNE Algorithm for Data Visualization Sanjeev Arora Wei Hu Pravesh Kothari 66 153 0 05 Mar 2018
Towards Better Analysis of Deep Convolutional Neural Networks Mengchen Liu Jiaxin Shi Zerui Li Chongxuan Li Jun Zhu Shixia Liu HAI 89 477 0 24 Apr 2016