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Information decomposition in complex systems via machine learning

Information decomposition in complex systems via machine learning

10 July 2023
Kieran A. Murphy
Danielle Bassett
ArXivPDFHTML

Papers citing "Information decomposition in complex systems via machine learning"

5 / 5 papers shown
Title
Surveying the space of descriptions of a composite system with machine
  learning
Surveying the space of descriptions of a composite system with machine learning
Kieran A. Murphy
Yujing Zhang
D. Bassett
61
0
0
27 Nov 2024
Which bits went where? Past and future transfer entropy decomposition
  with the information bottleneck
Which bits went where? Past and future transfer entropy decomposition with the information bottleneck
Kieran A. Murphy
Zhuowen Yin
D. Bassett
31
0
0
07 Nov 2024
Learning from the past: predicting critical transitions with machine
  learning trained on surrogates of historical data
Learning from the past: predicting critical transitions with machine learning trained on surrogates of historical data
Zhiqin Ma
Chunhua Zeng
Yi-Cheng Zhang
Thomas M. Bury
AI4CE
20
0
0
13 Oct 2024
Human-like object concept representations emerge naturally in multimodal
  large language models
Human-like object concept representations emerge naturally in multimodal large language models
Changde Du
Kaicheng Fu
Bincheng Wen
Yi Sun
Jie Peng
...
Chuncheng Zhang
Jinpeng Li
Shuang Qiu
Le Chang
Huiguang He
29
1
0
01 Jul 2024
Machine-learning optimized measurements of chaotic dynamical systems via
  the information bottleneck
Machine-learning optimized measurements of chaotic dynamical systems via the information bottleneck
Kieran A. Murphy
Danielle Bassett
28
5
0
08 Nov 2023
1