RESEARCH & PUBLICATIONS
研究方向
研究方向
研究 AI 时代商业系统的设计、运营、监管与演化。
将经济建模与优化方法用于 AI 系统，研究需求估计、预测与因果推断、经济模拟、算法自演化及多智能体协作，并在零售、酒店与配送场景中检验。
• From Economic Agents to Agentic Economies: A Systems Blueprint for Economic World Models
从消费者选择与市场行为出发，研究非参数需求估计、推荐、定价、拍卖与匹配；用更简洁的模型改进行业常用算法，并建立性能保证。
• Assortment Optimization with Downward Feasibility: Efficient Heuristics Based on Independent Demands
• Prophet Inequalities with Stochastic Choices
• RCS Approximations for Assortment Optimization with Sequential Consumer Behavior
通过经济学与博弈论模型，分析隐私保护、公平定价、广告信息和能源监管如何改变竞争，以及企业决策与社会福利。
• Fairness Regulation of Prices in Competitive Markets
• Regulating Discriminatory Pricing in the Presence of Tacit Collusion
• Position Auctions with Endogenous Product Information: Why Live-Streaming Advertising Is Thriving