决策智能

简介：聚焦广告拍卖机制设计问题，采用基于机器学习的智能机制设计方法论，将机器学习方法与算法博弈论理论有机结合，充分挖掘和发挥数据、算力和机器学习方法在机制设计领域的潜力和效果。

研究背景

● 论文1

○ 顶会名称：Information and Computation, Volume 285, Part B, 2022

○ 论文题目：Beyond the worst-case analysis of random priority: Smoothed and average-case approximation ratios in mechanism design

○ 论文作者：Xiaotie Deng, Yansong Gao, Jie Zhang

○ 论文链接：https://dl.acm.org/doi/10.1016/j.ic.2022.104920

● 论文2

○ 顶会名称：WWW 2020

○ 论文题目：Private data manipulation in optimal sponsored search auction

○ 论文作者：Deng, Xiaotie, Tao Lin, and Tao Xiao.

○ 论文链接：https://dl.acm.org/doi/abs/10.1145/3366423.3380023

● 论文3

○ 顶会名称：ICML 2022

○ 论文题目：A Context-Integrated Transformer-Based Neural Network for Auction Design.

○ 论文作者：Zhijian Duan, Jingwu Tang, Yutong Yin, Zhe Feng, Xiang Yan, Manzil Zaheer, Xiaotie Deng.

○ 论文链接：https://proceedings.mlr.press/v162/duan22a.html

● 论文4

○ 顶会名称：AAMAS 2022

○ 论文题目：Revenue and User Traffic Maximization in Mobile Short-Video Advertising

○ 论文作者：Dezhi Ran, Weiqiang Zheng, Yunqi Li, Kaigui Bian, Jie Zhang, Xiaotie Deng Xiaotie Deng.

○ 论文链接：https://dl.acm.org/doi/10.5555/3535850.3535972

● 论文5

○ 顶会名称：AAAI 2019

○ 论文题目：Latent Dirichlet Allocation for Internet Price War

○ 论文作者：Chenchen Li, Xiang Yan, Xiaotie Deng, Yuan Qi, Wei Chu, Le Song, Junlong Qiao, Jianshan He, Junwu Xiong

○ 论文链接：https://ojs.aaai.org/index.php/AAAI/article/view/3840

● 论文6

○ 顶会名称：KDD 2021

○ 论文题目：Neural Auction: End-to-End Learning of Auction Mechanisms for E-Commerce Advertising

○ 论文作者：Xiangyu Liu, Chuan Yu, Zhilin Zhang, Zhenzhe Zheng, Yu Rong, Hongtao Lv, Da Huo, Yiqing Wang, Dagui Chen, Jian Xu, Fan Wu, Guihai Chen, Xiaoqiang Zhu

○ 论文链接：https://arxiv.org/pdf/2106.03593

● 论文7

○ 顶会名称：WSDM 2021

○ 论文题目：Optimizing Multiple Performance Metrics with Deep GSP Auctions for E-commerce Advertising

○ 论文作者：Zhilin Zhang, Xiangyu Liu, Zhenzhe Zheng, Chenrui Zhang, Miao Xu, Junwei Pan, Chuan Yu, Fan Wu, Jian Xu, Kun Gai

○ 论文链接：https://arxiv.org/pdf/2012.02930

● 论文8

○ 顶会名称：WSDM 2022

○ 论文题目：A Cooperative-Competitive Multi-Agent Framework for Auto-bidding in Online Advertising

○ 论文作者：Chao Wen, Miao Xu, Zhilin Zhang, Zhenzhe Zheng, Yuhui Wang, Xiangyu Liu, Yu Rong, Dong Xie, Xiaoyang Tan, Chuan Yu, Jian Xu, Fan Wu, Guihai Chen, Xiaoqiang Zhu

○ 论文链接：https://arxiv.org/pdf/2106.06224

● 论文9

○ 顶会名称：KDD 2021

○ 论文题目：A Unified Solution to Constrained Bidding in Online Display Advertising

○ 论文作者：Yue He , Xiujun Chen , Di Wu , Junwei Pan , Qing Tan , Chuan Yu , Jian Xu , Xiaoqiang Zhu

○ 论文链接：https://dl.acm.org/doi/abs/10.1145/3447548.3467199

● 论文10

○ 顶会名称：ICML 2020

○ 论文题目：Dynamic Knapsack Optimization Towards Efficient Multi-Channel Sequential Advertising

○ 论文作者：Xiaotian Hao, Zhaoqing Peng, Yi Ma, Guan Wang, Junqi Jin, Jianye Hao, Shan Chen, Rongquan Bai, Mingzhou Xie, Miao Xu, Zhenzhe Zheng, Chuan Yu, Han Li, Jian Xu, Kun Gai

○ 论文链接：https://arxiv.org/abs/2006.16312