activity
20172022
most citedBeyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with Parameters

36 citations · 107 across the 14 of their papers we have counts for

collaborators

20 papers

cs.SD20222 cited

MAP-Music2Vec: A Simple and Effective Baseline for Self-Supervised Music Audio Representation Learning

Yizhi Li, Ruibin Yuan, Ge Zhang +11

The deep learning community has witnessed an exponentially growing interest in self-supervised learning (SSL). However, it still remains unexplored how to build a framework for lea…

cs.CL20221 cited

1Cademy @ Causal News Corpus 2022: Enhance Causal Span Detection via Beam-Search-based Position Selector

Xingran Chen, Ge Zhang, Adam Nik +2

In this paper, we present our approach and empirical observations for Cause-Effect Signal Span Detection -- Subtask 2 of Shared task 3~\cite{tan-etal-2022-event} at CASE 2022. The…

cs.CL2022

Text Editing as Imitation Game

Ning Shi, Bin Tang, Bo Yuan +4

Text editing, such as grammatical error correction, arises naturally from imperfect textual data. Recent works frame text editing as a multi-round sequence tagging task, where oper…

cs.LG20218 cited

Towards Representation Identical Privacy-Preserving Graph Neural Network via Split Learning

Chuanqiang Shan, Huiyun Jiao, Jie Fu

In recent years, the fast rise in number of studies on graph neural network (GNN) has put it from the theories research to reality application stage. Despite the encouraging perfor…

cs.RO2021

Learning Contact-aware CPG-based Locomotion in a Soft Snake Robot

Xuan Liu, Cagdas Onal, Jie Fu

In this paper, we present a model-free learning-based control scheme for the soft snake robot to improve its contact-aware locomotion performance in a cluttered environment. The co…

cs.LG202136 cited

Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with Parameters

Aston Zhang, Yi Tay, Shuai Zhang +4

Recent works have demonstrated reasonable success of representation learning in hypercomplex space. Specifically, "fully-connected layers with Quaternions" (4D hypercomplex numbers…