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Estimating the Unique Information of Continuous Variables

Neural Information Processing Systems (NeurIPS), 2021

30 January 2021

Papers citing "Estimating the Unique Information of Continuous Variables"

9 / 9 papers shown

Partial Information Decomposition via Normalizing Flows in Latent Gaussian Distributions

237

06 Oct 2025

Massively Multimodal Foundation Models: A Framework for Capturing Interactions with Specialized Mixture-of-Experts

325

30 Sep 2025

Quantifying Knowledge Distillation Using Partial Information DecompositionInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024

356

12 Nov 2024

Towards Formalizing Spuriousness of Biased Datasets Using Partial Information Decomposition

376

29 Jun 2024

Partial Information Decomposition for Data Interpretability and Feature SelectionInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024

Charles Westphal

Stephen Hailes

Mirco Musolesi

444

29 May 2024

Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition

Faisal Hamman

Sanghamitra Dutta

FedML

372

21 Jul 2023

Quantifying & Modeling Multimodal Interactions: An Information Decomposition FrameworkNeural Information Processing Systems (NeurIPS), 2023

...

Louis-Philippe Morency

508

23 Feb 2023

Synergistic information supports modality integration and flexible learning in neural networks solving multiple tasks

229

06 Oct 2022

Quantifying Feature Contributions to Overall Disparity Using Information Theory

238

16 Jun 2022