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cs.LG2025
Assured autonomy: How operations research powers and orchestrates generative AI systems
Tinglong Dai, David Simchi-Levi, Michelle Xiao Wu +1
Generative artificial intelligence (GenAI) is shifting from conversational assistants toward agentic systems -- autonomous decision-making systems that sense, decide, and act withi…
cs.LG2025
From Confounding to Learning: Dynamic Service Fee Pricing on Third-Party Platforms
Rui Ai, David Simchi-Levi, Feng Zhu
We study the pricing behavior of third-party platforms facing strategic agents. Assuming the platform is a revenue maximizer, it observes market features that generally affect dema…
cs.GT2025
Multi-agent Adaptive Mechanism Design
Qiushi Han, David Simchi-Levi, Renfei Tan +1
We study a sequential mechanism design problem in which a principal seeks to elicit truthful reports from multiple rational agents while starting with no prior knowledge of agents'…