no code implementations • 3 Apr 2024 • Bufang Yang, Lixing He, Kaiwei Liu, Zhenyu Yan
However, it is challenging for VI people to use MLLMs due to the difficulties in capturing the desirable images to fulfill their daily requests.
no code implementations • 28 Dec 2023 • Bing Yuan, Zhang Jiang, Aobo Lyu, Jiayun Wu, Zhipeng Wang, Mingzhe Yang, Kaiwei Liu, Muyun Mou, Peng Cui
Causal emergence theory aims to bridge these two concepts and even employs measures of causality to quantify emergence.
no code implementations • 19 Aug 2023 • Mingzhe Yang, Zhipeng Wang, Kaiwei Liu, Yingqi Rong, Bing Yuan, Jiang Zhang
Quantifying emergence and modeling emergent dynamics in a data-driven manner for complex dynamical systems is challenging due to the lack of direct observations at the micro-level.
1 code implementation • 25 Jan 2022 • Jiang Zhang, Kaiwei Liu
We also show how our framework can extract the dynamics on different levels and identify causal emergence from the data on several exampled systems.