2008年9月-2012年6月，美国斯坦福大学，博士，导师：Prof. Yinyu Ye
2006年2月-2008年1月，香港城市大学计算机系，硕士
2003年9月-2006年1月，香港城市大学计算数学系，学士
2002年9月-2003年7月，上海交通大学（后交换至香港城市大学）
2021年8月-至今，中国人民大学高瓴人工智能学院，长聘副教授
2012年7月-2021年6月，香港科技大学工业工程及决策分析系，助理教授
博弈论、机制设计
--（1）在线广告：autobidding、生成式广告、广告排序、出价、归因、生态优化
--（2）平台经济：流量营销、用增、优惠券投放优化、联运、定价
多智能体系统
大模型运筹优化
智能决策
智慧治理
常年招收博士/硕士研究生，实习生（包含本科生），助理研究员，博士后
【学生培养】
毕业生培养情况：
陈洲（博士毕业，现任东南大学副教授）
王闻蔚（博士毕业，阿里巴巴达摩院）
李维安（博士毕业，现任山东大学副教授）
张晓东（硕士毕业，菜鸟物流）
金耀楠（硕士毕业，Columbia University博士毕业，现在华为，华为天才少年获得者）
李洋（硕士毕业，中国铁道科学研究院）
郭子湉（本科毕业，录取UCSD硕士）等等
研究生课：《运筹学与优化理论》
本科生课：《智能决策与博弈》，《博弈论》，《最优化理论与方法荣誉课程》，《“AI+”创研课》
国家高层次人才计划项目，主持
自然科学基金面上项目 多目标资源分配机制设计的理论与算法研究 主持
自然科学基金国际（地区）合作与交流项目（中以），市场和网络中的竞争力和公平性的分析研究，主要参与人
中国人民大学新教师项目，在线广告研究，主持
香港RGC科研项目 公共资源分配中的兼顾效率与公平性的机制研究 主持
香港RGC科研项目 激励相融的网络资源交易系统 主持
香港RGC科研项目 最优车牌分配机制研究 主持
香港RGC科研项目 超模博弈的均衡求解问题研究 主持
香港科技大学新教师项目 社交网络上的广告机制研究 主持
【企业合作】
华为、百度、阿里、腾讯、美团、字节、航天科工等
合作方向：平台经济，在线广告及多智能体系统方向
课题包括：生成式广告、autobidding下计费达标率提升、广告生态优化、流量营销、用增、优惠券投放优化、广告混排、广告联合营销、广告联运、DSP广告出价、序列优化、应用商店营销、广告归因、大规模对抗博弈等
2024-2025美团科研合作课题评优中获得最高奖（助力业务+技术创新均非常突出）
【美国专利 （在线广告方向）】Utilizing a Forward Looking Nash Equilibrium in an Ad-Words Auction U.S. Patent 7996267. Profit Opportunities across Sponsored Keyword Auction Markets U.S Patent 8335717.
2026
IMPACTNet: Unifying Auto-bidding in End-to-End Merged Auctions
Yuhan Wang, Yuchao Ma, Liang Zhang, Ziyuan Wang, Zhiyuan Su, Qi Qi, Yafei Wang, Xu Li, Yuyao Liu, Pengjie Wang, Jian Xu, Bo Zheng
KDD2026
SACO: Sequence-Aware Constrained Optimization Framework for Coupon Distribution in E-commerce
Li Kong, Bingzhe Wang, Zhou Chen, Suhan Hu, Yuchao Ma, Qi Qi, Suoyuan Song, Bicheng Jin
AAAI2026
2025
Strategies for Non-Myopic Users in EIP-1559
Yiming Ding, Qi Qi and Bingzhe Wang
TAMC2025
Beyond Last-Click: An Optimal Mechanism for Ad Attribution
Nan An, Weian Li, Qi Qi, Changyuan Yu, Liang Zhang
NeurIPS 2025
Less is More: Optimal Contest Design with a Shortlist
Hanbing Liu, Ningyuan Li, Weian Li, Qi Qi, Changyuan Yu
WINE2025
Optimal Prize Design in Parallel Rank-order Contests
Xiaotie Deng, Ningyuan Li, Weian LI, Qi Qi
WINE2025
Competition among Parallel Contests
Xiaotie Deng, Ningyuan Li, Weian Li, Qi Qi
Information and Computation
Joint Bidding in Ad Auctions
Yuchao Ma , Weian Li , Wanzhi Zhang , Yahui Lei , Zhicheng Zhang , Qi Qi, Qiang Liu, Xingxing Wang
Theoretical Computer Science (TCS)
下载：
Merging Mechanisms for Ads and Organic Items in E-commerce Platforms
Nan An, Weian Li, Qi Qi, Liang Zhang
AAAI
GenAuction: A Generative Auction for Online Advertising
Yuchao Ma, Ruohan Qian, Bingzhe Wang, Qi Qi, Wenqiang liu, Qian Tang, Zhao Shen, Wei Zhong, Bo Shen, Yixin Su, Bin Zou, Wen Yi, Zhi Guo, Shuanglong Li, Lin Liu
AAAI
On Designing the Optimal Integrated Ad Auction in E-commerce Platforms
Yuchao Ma, Weian Li, Yuhan Wang, Zitian Guo, Yuejia Dou, Qi Qi, Changyuan Yu
AAAI
A Context-Aware Framework for Integrating Ad Auctions and Recommendations
Yuchao Ma, Weian Li, Yuejia Dou, Zhiyuan Su, Changyuan Yu, Qi Qi
WWW
Policy-aware Reward Modeling with Uncertainty-Gradient based Data Augmentation
Zexu Sun, Yiju Guo, Yankai Lin, Xu Chen, Qi Qi, Xing Tang, Xiuqiang He, Ji-Rong Wen
ICLR
A Comparative Study of Waitlist Mechanisms: Deferral Versus Pay-Per-Offer
Zhou Chen, Qi Qi, Hao Sun, Muyang Zhao
IJTCS-FAW
Hybrid Advertising in the Sponsored Search
Zhen Zhang, Weian Li, Yuhan Wang, Qi Qi, Kun Huang
SIGIR
Optimal Auction Design in the joint Advertising
Yang Li, Yucao Ma, Qi Qi
ICML
Learnable-Differentiable Finite Volume Solver for Accelerated Simulation of Flows
Mengtao Yan, Qi Wang, Haining Wang, Ruizhi Chengze, Yi Zhang, Hongsheng Liu, Zidong Wang, Fan Yu, Qi Qi, Hao Sun
KDD
Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL
Hanbing Liu, Haoyang Li, Xiaokang Zhang, Ruotong Chen, Haiyong Xu, Tian Tian, Qi Qi, Jing Zhang
ACL
2024
Competition among Pairwise Lottery Contests
Xiaotie Deng, Hangxin Gan, Ningyuan Li, Weian Li, Qi Qi
AAAI
Joint Bidding in Ad Auctions
Yuchao Ma, Weian Li, Wanzhi Zhang, Yahui Lei, Zhicheng Zhang, Qi Qi, Qiang Liu and Xingxing Wang
TAMC
FairSync: Ensuring Amortized Group Exposure in Distributed Recommendation Retrieval
Chen Xu, Jun Xu, Yiming Ding, Xiao Zhang, Qi Qi
WWW
Computations and Complexities of Tarski’s Fixed Points and Supermodular Games
Chuangyin Dang, Qi Qi, Yinyu Ye
IJTCS-FAW
Joint Auction in the Online Advertising Market
Zhen Zhang, Weian Li, Yahui Lei, Bingzhe Wang, Zhicheng Zhang, Qi Qi, Qiang Liu, Xingxing Wang
KDD
Near-Optimal Algorithm for Supporting Small and Medium-Sized Enterprises in Ad Systems
Weian Li, Qi Qi, Bingzhe Wang, Tao Xiao, Changyuan Yu
COCOON
Srap-agent: Simulating and optimizing scarce resource allocation policy with llm-based agent
Jiarui Ji, Yang Li, Hongtao Liu, Zhicheng Du, Zhewei Wei, Qi Qi, Weiran Shen, Yankai Lin
EMNLP
Sequential Causal Effect Estimation by Jointly Modeling the Unmeasured Confounders and Instrumental Variables
Zexu Sun, Bowei He, Shiqi Shen, Zhipeng Wang, Zhi Gong, Chen Ma, Qi Qi, Xu Chen
IEEE Transactions on Knowledge and Data Engineering (TKDE)
Truthful Online Double Auctions for On-demand Integrated Ride-sourcing Platforms
Xiaoshu Ding, Qi Qi, Sisi Jian
European Journal of Operational Research (EJOR), Volume 317, Issue 3, 16 September 2024, Pages 737-747.
2023
Mechanism Design in Fair Sequencing
Zhou Chen, Yiming Ding, Qi Qi, Lingfei Yu
IJTCS-FAW
Equilibrium Analysis of Customer Attraction Games
Xiaotie Deng, Ningyuan Li, Weian Li and Qi Qi
WINE
Truthfulness of a Network Resource-Sharing Protocol
Yukun Cheng, Qi Qi, Xiaotie Deng and Xiang Yan
Mathematics of Operations Research (MOR), 2023, 48(3):1522-1552
Mechanism design for Mobility-as-a-Service platform considering travelers’ strategic behavior and multidimensional requirements
Xiaoshu Ding, Qi Qi, Sisi Jian, Hai Yang
Transportation Research Part B (TR-B), Volume 173, July 2023, Pages 1-30
Optimally integrating ad auction into e-commerce platforms
Weian Li, Qi Qi, Changjun Wang, Changyuan Yu
Theoretical Computer Science (TCS), Volume 976, 17 October 2023, 114-141
Fisher markets with linear constraints: Equilibrium properties and efficient distributed algorithms
Devansh Jalota, Marco Pavone, Qi Qi, Yinyu Ye
Games and Economic Behavior (GEB), Volume 141, September 2023, Pages 223-260
2022
Optimally Integrating Ad Auction into E-Commerce Platforms
Weian Li, Qi Qi, Changjun Wang, Changyuan Yu
IJTCS-FAW (Best Paper Award)
Competition Among Parallel Contests
Xiaotie Deng, Ningyuan Li, Weian Li, Qi Qi
WINE
2021
Understanding PPA-completeness
Xiaotie Deng, Jack R. Edmonds, Zhe Feng, Zhengyang Liu, Qi Qi, Zeying Xu
Journal of Computer and System Sciences (JCSS). 2021, 115: 146-168
2020
Markets for Efficient Public Good Allocation with Social Distancing
Devansh Jalota, Marco Pavone, Qi Qi and Yinyu Ye
WINE
A Game-Theoretic Analysis of the Empirical Revenue Maximization Algorithm with Endogenous Sampling
Xiaotie Deng, Ron Lavi, Tao Lin, Qi Qi, Wenwei Wang and Xiang Yan
the 34th Conference on Neural Information Processing Systems (NeurIPS)
Tight Bound on Incentive Ratio for Sybil Attack in Resource Sharing System
Zhou Chen, Yukun Cheng, Xiaotie Deng, Qi Qi and Xiang Yan
IEEE Transactions on Cloud Computing
2019
Agent Incentives of a Proportional Sharing Mechanism in Resource Sharing
Zhou Chen, Yukun Cheng, Qi Qi and Xiang Yan
Journal of Combinatorial Optimization, 37(2):639-667. 2019
Competitive and Collaborative Inuence in Social Networks
Qi Qi, Wenwei Wang and Lingfei Yu
Journal of the Operations Research Society of China (Special Issue: Optimization Algorithms and Applications, Guest Editors: Dongdong Ge, Zai-Wen Wen, Ya-Xiang Yuan), 7(1): 169-182. 2019.
Agent Incentives of Strategic Behavior in Resource Exchange
Zhou Chen, Yukun Cheng, Xiaotie Deng, Qi Qi and Xiang Yan
Discrete Applied Mathematics, 264: 15-25. 2019
Tight Approximation Ratio of Anonymous Pricing
Yaonan Jin, Pinyan Lu, Qi Qi, Zhihao Gavin Tang and Tao Xiao
51st Annual ACM Symposium on the Theory of Computing (STOC)
On the Approximability of Simple Mechanisms for MHR Distributions
Yaonan Jin, Weian Li and Qi Qi
15th International Conference on Web and Internet Economics (WINE)
2018
What is the Optimal Deferral Number in Waitlist Mechanism
Zhou Chen, Qi Qi, Changjun Wang and Wenwei Wang
11th International Symposium on Algorithmic Game Theory (SAGT)
2017
Agent Incentives of Strategic Behavior in Resource Exchange
Zhou Chen, Yukun Cheng, Xiaotie Deng, Qi Qi and Xiang Yan
10th International Symposium on Algorithmic Game Theory (SAGT)
Incentive Ratios of a Proportional Sharing Mechanism in Resource Sharing
Zhou Chen, Yukun Cheng, Qi Qi and Xiang Yan
23rd Annual International Computing and Combinatorics Conference (COCOON)
Balancing Efficiency and Equality in Vehicle Licenses Allocation
Zhou Chen, Qi Qi and Changjun Wang
13th International Conference on Web and Internet Economics (WINE)
Mechanism Design with Efficiency and Equality Considerations
Zhou Chen, Qi Qi, Changjun Wang and Wenwei Wang
13th International Conference on Web and Internet Economics (WINE)
Limiting User's Sybil Attack in Resource Sharing
Zhou Chen, Yukun Cheng, Xiaotie Deng, Qi Qi and Xiang Yan
13th International Conference on Web and Internet Economics (WINE)
2016
Truthfulness of a Proportional Sharing Mechanism in Resource Exchange
Yukun Cheng, Xiaotie Deng, Qi Qi and Xiang Yan
25th conference on Artificial Intelligence (IJCAI)
Understanding PPA-Completeness
Xiaotie Deng, R. Jack Edmonds, Zhe Feng, Zhengyang Liu,Qi Qi and Zeying Xu
31st conference on computational complexity (CCC)
2012
Multi-bidding Strategy in Sponsored Search Auctions
Tian-Ming Bu, Xiaotie Deng, Qi Qi
Journal of Combinatorial Optimization, 23(3): 356-372. 2012
On Algorithmic Solutions for Envy-Free Cake Cutting
Xiaotie Deng, Qi Qi, Amin Saberi
Operations Research, 60(6): 1461-1476. 2012
2011
Discrete Fixed Points: Models, Complexities and Applications
Xiaotie Deng, Qi Qi, Amin Saberi, Jie Zhang
Mathematics of Operations Research, 36(4): 636-652. 2011
2010
On Robustness of Forward-looking in Sponsored Search Auction
Tian-Ming Bu, Li Liang, Qi Qi
Algorithmica, 58(4): 970-989. 2010
2009
Priority Right Auction for Komi Setting
Xiaotie Deng and Qi Qi
5th international conference on Internet and Network Economics (WINE)
Direction Preserving Zero Point Computing and Applications
Xiaotie Deng, Qi Qi and Jie Zhang
5th international conference on Internet and Network Economics (WINE)
2008
Forward Looking Nash Equilibrium for Keyword Auction
Tian-Ming Bu, Xiaotie Deng, Qi Qi
Information Processing Letters
Unconditional Competitive Auctions with Copy and Budget Constraints
Tian-Ming Bu, Qi Qi, AriesWei Sun
Theoretical Computer Science
Arbitrage Opportunities across Sponsored Search Markets
Tian-Ming Bu, Xiaotie Deng，Qi Qi
Theoretical Computer Science
Strategies in Dynamic Pari-mutual Markets
Tian-Ming Bu, Xiaotie Deng, Qianya Lin and Qi Qi
4th international conference on Internet and Network Economics (WINE)
Arbitrage Opportunities across Sponsored Search Markets
Tian-Ming Bu, Xiaotie Deng, Qi Qi
workshop on Targeting and Ranking for Online Advertising (TROA) in conjunction with WWW
Multi-bidding Strategy in Sponsored Keyword Auction
Tian-Ming Bu, Xiaotie Deng, Qi Qi
2nd International Frontiers of Algorithmics Workshop (FAW)
2007
Dynamics of Strategic Manipulation in Ad-word Auction
Tian-Ming Bu, Xiaotie Deng and Qi Qi
3rd Workshop on Sponsored Search Auctions (SSA)
Properties of Symmetric Incentive Compatible Auctions
Xiaotie Deng, Kazuo Iwama, Qi Qi and Aries Wei Sun, Toyotaka Tasaka
13th Annual international conference on Computing and Combinatorics (COCOON)
Cooperative or Vindictive: Bidding Strategies in Sponsored Search Auction
Li Liang and Qi Qi
3th international conference on Internet and Network Economics (WINE)
2006
Unconditional Competitive Auctions with Copy and Budget Constraints
Tian-Ming Bu, Qi Qi, AriesWei Sun
2nd international conference on Internet and Network Economics (WINE)
CCF计算经济学专委秘书长
CCF-A类会议主席： WINE 2014 WINE2024
(资深)程序委员会委员: CICGTA 2014 WINE 2015 2018 2020 202120222023SAGT 2018 WWW 2019 2020，2021 2022 2023 ICDCS 2019 AAAI 2020 2021 2022 2023 2024，IPDPS 2020 IJTCS 2020 2021 2022 2023 2024 COCOON 2025 EC 2025
邮箱：qi.qi@ruc.edu.cn
个人网页：--