Search Results for author: Yifei Zou

Found 3 papers, 0 papers with code

Temporal-Spatial Object Relations Modeling for Vision-and-Language Navigation

no code implementations23 Mar 2024 Bowen Huang, Yanwei Zheng, Chuanlin Lan, Xinpeng Zhao, Dongxiao Yu, Yifei Zou

To avoid this problem, we construct object connections based on observations from all viewpoints in the navigational environment, which ensures complete spatial coverage and eliminates the gap, called Spatial Object Relations (SOR).

Navigate Object +1

ConSmax: Hardware-Friendly Alternative Softmax with Learnable Parameters

no code implementations31 Jan 2024 Shiwei Liu, Guanchen Tao, Yifei Zou, Derek Chow, Zichen Fan, Kauna Lei, Bangfei Pan, Dennis Sylvester, Gregory Kielian, Mehdi Saligane

Compared to state-of-the-art Softmax hardware, ConSmax results in 14. 5x energy and 14. 0x area savings with a comparable accuracy on a GPT-2 model and the WikiText103 dataset.

Language Modelling Large Language Model

Too Much Information Kills Information: A Clustering Perspective

no code implementations16 Sep 2020 Yicheng Xu, Vincent Chau, Chenchen Wu, Yong Zhang, Vassilis Zissimopoulos, Yifei Zou

Clustering is one of the most fundamental tools in the artificial intelligence area, particularly in the pattern recognition and learning theory.

Clustering Learning Theory

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