activity
20192021
most citedDouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning

21 citations · 35 across the 6 of their papers we have counts for

collaborators

6 papers

cs.AI2021★ 21 cited

DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning

Daochen Zha, Jingru Xie, Wenye Ma +4

Games are abstractions of the real world, where artificial agents learn to compete and cooperate with other agents. While significant achievements have been made in various perfect…

cs.LG2021★ 5 cited

Rank the Episodes: A Simple Approach for Exploration in Procedurally-Generated Environments

Daochen Zha, Wenye Ma, Lei Yuan +2

Exploration under sparse reward is a long-standing challenge of model-free reinforcement learning. The state-of-the-art methods address this challenge by introducing intrinsic rewa…

cs.AI2020

AdnFM: An Attentive DenseNet based Factorization Machine for CTR Prediction

Kai Wang, Chunxu Shen, Chaoyun Zhang Wenye Ma

In this paper, we consider the Click-Through-Rate (CTR) prediction problem. Factorization Machines and their variants consider pair-wise feature interactions, but normally we won't…

cs.LG2019

Projective Quadratic Regression for Online Learning

Wenye Ma

This paper considers online convex optimization (OCO) problems - the paramount framework for online learning algorithm design. The loss function of learning task in OCO setting is…

cs.LG2019★ 4 cited

RaFM: Rank-Aware Factorization Machines

Xiaoshuang Chen, Yin Zheng, Jiaxing Wang +2

Factorization machines (FM) are a popular model class to learn pairwise interactions by a low-rank approximation. Different from existing FM-based approaches which use a fixed rank…

cs.CV2019★ 5 cited

Fast Single Image Reflection Suppression via Convex Optimization

Yang Yang, Wenye Ma, Yin Zheng +2

Removing undesired reflections from images taken through the glass is of great importance in computer vision. It serves as a means to enhance the image quality for aesthetic purpos…