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Zuo-Jun Max Shen

University of California, Berkeley

The University of Hong Kong - University of Hong Kong

SCHOLARLY PAPERS

12

DOWNLOADS

1,520

TOTAL CITATIONS

0

Scholarly Papers (12)

1.

AI-driven Supply Chain Transformation

Stanford University Graduate School of Business Research Paper Forthcoming
Number of pages: 19 Posted: 07 May 2025 Last Revised: 22 Aug 2025
Stanford Graduate School of Business, University of California, Berkeley, JD.com Smart Supply Chain Y, JD.com Smart Supply Chain Y and Stanford Graduate School of Business
Downloads 606 (112,021)

Abstract:

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supply chain management, operation research, Triple-A framework, artificial intelligence, demand forecasting, Customer-to-Manufacturer, JD.com

2.

Optimizing Influencer Marketing Campaign: A Joint Approach to Influencer Selection and Traffic Promotion

Number of pages: 53 Posted: 21 Jan 2025 Last Revised: 18 Jul 2025
Pujun Zhang, Yan Cheng, Yiqi Sun, Dazhou Lei and Zuo-Jun Max Shen
The university of HongKong, Shanghai University of Finance and Economics - College of Business, The University of Hong Kong (HKU), Beijing Jiaotong University - School of Economics and Management and University of California, Berkeley
Downloads 287 (265,341)

Abstract:

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influencer marketing, paid promotion, joint optimization, distributionally robust optimization, submodular

3.

Does Attention in Transformers Help Wildfire Prediction?

Number of pages: 10 Posted: 18 Sep 2024
University of California, Berkeley, Columbia University, University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of California, Berkeley, University of California, Berkeley and University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)
Downloads 129 (561,789)

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wildfire, transformer, supply chain resilience

4.

Should Micro Electric Vehicles be Embraced? A Perspective from Equilibrium Analysis

Number of pages: 52 Posted: 22 Sep 2025 Last Revised: 11 Jan 2026
Yineng Wang, Zhuoye Zhang, Jie Yang, Zuo-Jun Max Shen and Jiayang Li
Department of Data and Systems Engineering, The University of Hong Kong, The University of Hong Kong - University of Hong Kong, Tongji University, University of California, Berkeley and Department of Data and Systems Engineering, The University of Hong Kong
Downloads 112 (640,165)

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Micro electric vehicles, Traffic Assignment, Vehicles ownership, Sustainable transportation

5.

Machine Learning-Assisted Stochastic Kriging Metamodel for Offline Simulation Online Application

Number of pages: 68 Posted: 08 Sep 2025
University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of California, Berkeley - Department of Industrial Engineering and Operations Research, University of California, Berkeley, University of California, Berkeley and University of California, Berkeley
Downloads 110 (649,907)

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simulation metamodel, stochastic kriging, offline-simulation-online-application, machine learning

6.

Real-Time Relocation-Dispatch-Pricing Problem for Carsharing Systems Under Supply and Demand Uncertainty

Number of pages: 47 Posted: 01 Oct 2024
Mengjie Li, Haoning Xi, Chi Xie, Zuo-Jun Max Shen and Yifan Hu
Tongji University, Students, University of Newcastle, Tongji University, University of California, Berkeley and ETH Zurich
Downloads 96 (709,832)

Abstract:

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One-way carsharing, Relocation-dispatch-pricing (RDP), Stochastic nonlinear programming (SNP), Hybrid Parallel Lagrangian Decomposition (HPLD), Advisory-decision rolling horizon (ADRH)

7.

Do Bullet Chats Keep Viewers Watching? Estimating Heterogeneous Treatment Effects with a Control Function Approach

Number of pages: 37 Posted: 08 Sep 2025 Last Revised: 06 Mar 2026
Shanghai University of Finance and Economics - College of Business, The Chinese University of Hong Kong (CUHK) - CUHK Business School, Department of Marketing, CUHK Business School, University of California, Berkeley and Chinese University of Hong Kong
Downloads 82 (796,622)

Abstract:

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Heterogeneous Treatment Effect, Control Function, Instrument Variable, Field Experiment, Bullet Chat, Video Sharing Platform

8.

Coordination of Competitive Robots and Workers in On-Demand Logistics Services: Filling in "the Price of Equity"

Number of pages: 41 Posted: 10 Feb 2026
Yineng Wang and Zuo-Jun Max Shen
Department of Data and Systems Engineering, The University of Hong Kong and University of California, Berkeley
Downloads 40 (1,196,171)

Abstract:

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on-demand logistics, robot-human coordination, service equity, order dispatching, policy guidance

9.

Principled Inference-time Scaling: A Unified Framework for LLM-based Optimization Modeling

Number of pages: 33 Posted: 23 Apr 2026
Yiqi Sun, Youhua Li, Zuo-Jun Max Shen and Houmin Yan
The University of Hong Kong (HKU), City University of Hong Kong, University of California, Berkeley and City University of Hong Kong
Downloads 33 (1,345,526)

Abstract:

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Optimization Modeling, Large Language Models (LLMs), Inference-time Scaling, Sequential Refinement

10.

Managing Creator Dependence on Follower-Targeted Recommendation: Evidence from a Field Experiment

Number of pages: 42 Posted: 05 May 2026 Last Revised: 12 May 2026
Yicheng Feng, Yan Cheng and Zuo-Jun Max Shen
Peking University, Shanghai University of Finance and Economics - College of Business and University of California, Berkeley
Downloads 25 (1,424,331)

Abstract:

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Recommendation System, Platform Management, Field Experiment, Causal Machine Learning

11.

A Column-and-Constraint Generation Algorithm for Two-Stage Stochastic Programming Problems

MIT Center for Transportation & Logistics Research Paper No. 2021/065, TOP, volume 29, issue 3, 2021[10.1007/s11750-021-00593-2]
Posted: 29 Apr 2025
D.D. Tönissen, Joachim Arts and Zuo-Jun Max Shen
affiliation not provided to SSRN, University of Luxembourg and University of California, Berkeley

Abstract:

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Benders decomposition, Benders decompositionColumn-and-constraint generation, Benders decompositionColumn-and-constraint generationFacility location

12.

Maintenance Location Routing for Rolling Stock Under Line and Fleet Planning Uncertainty

MIT Center for Transportation & Logistics Research Paper No. 2019/056, Transportation Science, volume 53, issue 5, 2019[10.1287/trsc.2018.0866]
Posted: 29 Apr 2025
D.D. Tönissen, Joachim Arts and Zuo-Jun Max Shen
affiliation not provided to SSRN, University of Luxembourg and University of California, Berkeley

Abstract:

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Column-and-constraint generation, Column-and-constraint generationFacility location, Column-and-constraint generationFacility locationMaintenance routing