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A Novel Approach to the Partial Information Decomposition
v1v2v3v4 (latest)

A Novel Approach to the Partial Information Decomposition

23 August 2019
Artemy Kolchinsky
ArXiv (abs)PDFHTML

Papers citing "A Novel Approach to the Partial Information Decomposition"

13 / 13 papers shown
Demystifying deep search: a holistic evaluation with hint-free multi-hop questions and factorised metrics
Demystifying deep search: a holistic evaluation with hint-free multi-hop questions and factorised metrics
Maojia Song
Renhang Liu
Xinyu Wang
Yong Jiang
Pengjun Xie
Fei Huang
Soujanya Poria
Jingren Zhou
Soujanya Poria
175
0
0
01 Oct 2025
ICYM2I: The illusion of multimodal informativeness under missingness
ICYM2I: The illusion of multimodal informativeness under missingness
Young Sang Choi
Vincent Jeanselme
Pierre Elias
Shalmali Joshi
397
1
0
22 May 2025
The Work Capacity of Channels with Memory: Maximum Extractable Work in Percept-Action Loops
The Work Capacity of Channels with Memory: Maximum Extractable Work in Percept-Action Loops
Lukas J. Fiderer
Paul C. Barth
Isaac D. Smith
Hans J. Briegel
349
1
0
08 Apr 2025
Disentangling Interactions and Dependencies in Feature Attribution
Disentangling Interactions and Dependencies in Feature Attribution
Gunnar König
Eric Günther
Ulrike von Luxburg
FAtt
280
5
0
31 Oct 2024
Which Information Matters? Dissecting Human-written Multi-document
  Summaries with Partial Information Decomposition
Which Information Matters? Dissecting Human-written Multi-document Summaries with Partial Information DecompositionAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Laura Mascarell
Yan L'Homme
Majed El Helou
208
0
0
23 May 2024
Partial information decomposition: redundancy as information bottleneck
Partial information decomposition: redundancy as information bottleneckEntropy (Entropy), 2024
Artemy Kolchinsky
386
3
0
13 May 2024
Partial Information Decomposition for Continuous Variables based on
  Shared Exclusions: Analytical Formulation and Estimation
Partial Information Decomposition for Continuous Variables based on Shared Exclusions: Analytical Formulation and EstimationPhysical Review E (PRE), 2023
David A. Ehrlich
Kyle Schick-Poland
Abdullah Makkeh
Felix Lanfermann
Patricia Wollstadt
Michael Wibral
389
16
0
10 Nov 2023
Interpretable Diffusion via Information Decomposition
Interpretable Diffusion via Information DecompositionInternational Conference on Learning Representations (ICLR), 2023
Xianghao Kong
Ollie Liu
Han Li
Dani Yogatama
Greg Ver Steeg
557
34
0
12 Oct 2023
Demystifying Local and Global Fairness Trade-offs in Federated Learning
  Using Partial Information Decomposition
Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition
Faisal Hamman
Sanghamitra Dutta
FedML
364
15
0
21 Jul 2023
Information decomposition in complex systems via machine learning
Information decomposition in complex systems via machine learningProceedings of the National Academy of Sciences of the United States of America (PNAS), 2023
Kieran A. Murphy
Danielle Bassett
370
20
0
10 Jul 2023
Functional Connectome of the Human Brain with Total Correlation
Functional Connectome of the Human Brain with Total Correlation
Qiang Li
Greg Ver Steeg
Shujian Yu
Jesús Malo
447
31
0
06 Oct 2022
Gacs-Korner Common Information Variational Autoencoder
Gacs-Korner Common Information Variational AutoencoderNeural Information Processing Systems (NeurIPS), 2022
Michael Kleinman
Alessandro Achille
Stefano Soatto
J. Kao
CMLDRL
283
19
0
24 May 2022
Ultra-marginal Feature Importance: Learning from Data with Causal
  Guarantees
Ultra-marginal Feature Importance: Learning from Data with Causal GuaranteesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Joseph Janssen
Vincent Guan
Elina Robeva
392
11
0
21 Apr 2022
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