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Beyond Normal: On the Evaluation of Mutual Information Estimators

Beyond Normal: On the Evaluation of Mutual Information Estimators

19 June 2023
Paweł Czyż
Frederic Grabowski
Julia E. Vogt
N. Beerenwinkel
Alexander Marx
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Papers citing "Beyond Normal: On the Evaluation of Mutual Information Estimators"

7 / 7 papers shown
Title
Leakage and Interpretability in Concept-Based Models
Leakage and Interpretability in Concept-Based Models
Enrico Parisini
Tapabrata Chakraborti
Chris Harbron
Ben D. MacArthur
Christopher R. S. Banerji
55
0
0
18 Apr 2025
A Neural Difference-of-Entropies Estimator for Mutual Information
A Neural Difference-of-Entropies Estimator for Mutual Information
Haoran Ni
Martin Lotz
SSL
DRL
91
0
0
18 Feb 2025
InfoBridge: Mutual Information estimation via Bridge Matching
InfoBridge: Mutual Information estimation via Bridge Matching
Sergei Kholkin
Ivan Butakov
Evgeny Burnaev
Nikita Gushchin
Alexander Korotin
DiffM
FedML
67
0
0
03 Feb 2025
Many Perception Tasks are Highly Redundant Functions of their Input Data
Many Perception Tasks are Highly Redundant Functions of their Input Data
Rahul Ramesh
Anthony Bisulco
Ronald W. DiTullio
Linran Wei
Vijay Balasubramanian
Kostas Daniilidis
Pratik Chaudhari
51
2
0
18 Jul 2024
Establishing Deep InfoMax as an effective self-supervised learning
  methodology in materials informatics
Establishing Deep InfoMax as an effective self-supervised learning methodology in materials informatics
Michael Moran
Vladimir V. Gusev
M. Gaultois
Dmytro Antypov
M. Rosseinsky
AI4CE
46
0
0
30 Jun 2024
S$Ω$I: Score-based O-INFORMATION Estimation
SΩΩΩI: Score-based O-INFORMATION Estimation
Mustapha Bounoua
Giulio Franzese
Pietro Michiardi
71
1
0
08 Feb 2024
Contrastive Learning Inverts the Data Generating Process
Contrastive Learning Inverts the Data Generating Process
Roland S. Zimmermann
Yash Sharma
Steffen Schneider
Matthias Bethge
Wieland Brendel
SSL
243
213
0
17 Feb 2021
1