167 citations · 1k across the 81 of their papers we have counts for
Showing 2018 · stat.MLShow all
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stat.ML2018★ 6 cited
Learning Dynamic Generator Model by Alternating Back-Propagation Through Time
Jianwen Xie, Ruiqi Gao, Zilong Zheng +2
This paper studies the dynamic generator model for spatial-temporal processes such as dynamic textures and action sequences in video data. In this model, each time frame of the vid…
stat.ML2018★ 12 cited
Learning Grid Cells as Vector Representation of Self-Position Coupled with Matrix Representation of Self-Motion
Ruiqi Gao, Jianwen Xie, Song-Chun Zhu +1
This paper proposes a representational model for grid cells. In this model, the 2D self-position of the agent is represented by a high-dimensional vector, and the 2D self-motion or…
stat.ML2018★ 1 cited
A Tale of Three Probabilistic Families: Discriminative, Descriptive and Generative Models
Ying Nian Wu, Ruiqi Gao, Tian Han +1
The pattern theory of Grenander is a mathematical framework where patterns are represented by probability models on random variables of algebraic structures. In this paper, we revi…