Deconfounded Representation Similarity for Comparison of Neural Networks

Deconfounded Representation Similarity for Comparison of Neural Networks

31 January 2022

Pekka Marttinen

Papers citing "Deconfounded Representation Similarity for Comparison of Neural Networks"

11 / 11 papers shown

Title
ReSi: A Comprehensive Benchmark for Representational Similarity Measures Max Klabunde Tassilo Wald Tobias Schumacher Klaus H. Maier-Hein Markus Strohmaier Adriana Iamnitchi AI4TS VLM 76 5 0 13 Mar 2025
A Tale of Two Imperatives: Privacy and Explainability Supriya Manna Niladri Sett 91 0 0 30 Dec 2024
Measuring Domain Shifts using Deep Learning Remote Photoplethysmography Model Similarity Nathan Vance Patrick Flynn 33 1 0 12 Apr 2024
Revealing Vulnerabilities of Neural Networks in Parameter Learning and Defense Against Explanation-Aware Backdoors Md Abdul Kadir G. Addluri Daniel Sonntag AAML 44 0 0 25 Mar 2024
Refining Remote Photoplethysmography Architectures using CKA and Empirical Methods Nathan Vance Patrick Flynn 15 1 0 09 Jan 2024
Has Your Pretrained Model Improved? A Multi-head Posterior Based Approach Prince Osei Aboagye Yan Zheng Junpeng Wang Uday Singh Saini Xin Dai ... Yujie Fan Zhongfang Zhuang Shubham Jain Liang Wang Wei Zhang 17 0 0 02 Jan 2024
Similarity of Neural Network Models: A Survey of Functional and Representational Measures Max Klabunde Tobias Schumacher M. Strohmaier Florian Lemmerich 50 64 0 10 May 2023
ModelDiff: A Framework for Comparing Learning Algorithms Harshay Shah Sung Min Park Andrew Ilyas A. Madry SyDa 51 26 0 22 Nov 2022
GULP: a prediction-based metric between representations Enric Boix Adserà Hannah Lawrence George Stepaniants Philippe Rigollet 38 11 0 12 Oct 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 18 124 0 27 Jul 2022
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,950 0 20 Apr 2018