[47] Mean field game with reflected jump diffusion dynamics: A linear programming approach. (with Zongxia Liang and Keyu Zhang)
Submitted, 2025. [ArXiv]
[46] A reinforcement learning framework for some singular stochastic control problems. (with Zongxia Liang and Xiaodong Luo)
Submitted, 2025. [ArXiv]
[45] Mean field control with Poissonian common noise: A pathwise compactification approach. (with Lijun Bo, Jingfei Wang and Xiaoli Wei )
Submitted, 2025. [ArXiv]
[44] Risk-sensitive reinforcement learning based on convex scoring functions. (with Shanyu Han and Yang Liu)
Submitted, 2025. [ArXiv]
[43] Mean field game of controls with state reflections: Existence and limit theory. (with Lijun Bo and Jingfei Wang)
Submitted, 2025. [ArXiv]
[42] Constrained mean-field control with singular control: Existence, stochastic maximum principle and constrained FBSDE. (with Lijun Bo and Jingfei Wang)
Submitted, 2025. [ArXiv]
[41] Optimal portfolio under ratio-type periodic evaluation in stochastic factor models under convex trading constraints. (with Wenyuan Wang and Kaixin Yan)
Submitted, 2024. [ArXiv]
[40] Extended mean field control problems with constraints: The generalized Fritz-John conditions and Lagrangian method. (with Lijun Bo and Jingfei Wang)
Submitted, 2024. [ArXiv]
[39] Extended mean-field control problems with Poissonian common noise: Stochastic maximum principle and Hamiltonian-Jacobi-Bellman equation. (with Lijun Bo, Jingfei Wang and Xiaoli Wei )
Submitted, 2024. [ArXiv]
[38] Unified continuous-time q-learning for mean-field game and mean-field control problems. (with Xiaoli Wei and Fengyi Yuan )
Submitted, 2024. [ArXiv]
[37] Continuous-time q-learning for jump-diffusion models under Tsallis entropy. (with Lijun Bo, Yijie Huang and Tingting Zhang)
Submitted, 2024. [ArXiv]
[36] Optimal consumption under loss-averse multiplicative habit-formation preferences. (with Bahman Angoshtari and Fengyi Yuan)
Submitted, 2024. [ArXiv]
[35] Major-Minor mean field game of stopping: An entropy regularization approach. (with Jiacheng Zhang, Keyu Zhang and Zhou Zhou)
Major revision with SIAM Journal on Control and Optimization. [ArXiv]
[34] Mean field game of optimal tracking portfolio. (with Lijun Bo and Yijie Huang)
Major revision with IEEE Transactions on Automatic Control. [ArXiv]
[33] Optimal consumption under relaxed benchmark tracking and consumption drawdown constraint. ( with Lijun Bo, Yijie Huang and Kaixin Yan)
Major revision with SIAM Journal on Financial Mathematics. [ArXiv]
[32] On time-consistent equilibrium stopping under aggregation of diverse discount rates. (with Shuoqing Deng and Jiacheng Zhang)
Major revision with Mathematics of Operations Research. [ArXiv]
[31] On time-inconsistent extended mean-field control problems with common noise. (with Zongxia Liang and Keyu Zhang)
Major revision with Mathematics of Operations Research. [ArXiv]
2025
[30] An extended Merton problem with relaxed benchmark tracking. (with Lijun Bo and Yijie Huang)
Mathematical Finance, forthcoming, 2025+. [Article] [ArXiv]
[29] Time-inconsistent mean-field stopping problems: A regularized equilibrium approach. (with Fengyi Yuan)
Finance and Stochastics, forthcoming, 2025+. [Article] [ArXiv]
[28] Continuous-time q-learning for mean-field control problems. (with Xiaoli Wei)
Applied Mathematics & Optimization, 91, 10, 2025. [Article] [ArXiv]
[27] On optimal tracking portfolio in incomplete markets: The reinforcement learning approach. (with Lijun Bo and Yijie Huang)
SIAM Journal on Control and Optimization, 63 (1), 321-348, 2025. [Article] [ArXiv]
[26] Optimal consumption under a drawdown constraint over a finite horizon. (with Xiaoshan Chen, Xun Li and Fahuai Yi)
Automatica, 173, 112034, 2025. [Article] [ArXiv]
2024
[25] A decomposition-homogenization method for Robin boundary problems on the nonnegative orthant. (with Lijun Bo and Yijie Huang)
Electronic Journal of Probability, 29, 200, 1-25, 2024. [Article] [ArXiv]
[24] Stochastic control problems with state-reflections arising from relaxed benchmark tracking. (with Lijun Bo and Yijie Huang)
Mathematics of Operations Research, online first, 2024. [Article] [ArXiv]
[23] A mean field game approach to equilibrium consumption under external habit formation. (with Lijun Bo and Shihua Wang)
Stochastic Processes and their Applications , 178, 104461, 2024. [Article] [ArXiv]
[22] Optimal consumption with loss aversion and reference to past spending maximum. (with Xun Li and Qinyi Zhang)
SIAM Journal on Financial Mathematics. 15 (1), 121-160, 2024. [Article] [ArXiv]
[21] On optimality of barrier dividend control under endogenous regime switching with application to Chapter 11 bankruptcy. (with Wenyuan Wang and Xiaowen Zhou)
Applied Mathematics & Optimization. 89, 13, 2024. [Article] [ArXiv]
[20] Mean field game of optimal relative investment with jump risk. (with Lijun Bo and Shihua Wang)
Science China Mathematics, 67, 1159-1188, 2024. [Article] [ArXiv]
2023
[19] Optimal consumption and life insurance under shortfall aversion and a drawdown constraint. (with Xun Li and Qinyi Zhang)
Insurance: Mathematics and Economics. 108, 25-45, 2023. [Article] [ArXiv]
2022
[18] Centralized systemic risk control in the interbank system: Weak formulation and Gamma-convergence. (with Lijun Bo and Tongqing Li).
Stochastic Processes and their Applications. 150, 622-654, 2022. [Article] [ArXiv]
[17] Optimal consumption with reference to past spending maximum. (with Shuoqing Deng, Xun Li and Huyên Pham).
Finance and Stochastics. 26, 217-266, 2022. [Article] [ArXiv]
[16] Risk-sensitive credit portfolio optimization under partial information and contagion risk. (with Lijun Bo and Huafu Liao).
Annals of Applied Probability. 32 (4), 2355-2399, 2022. [Article] [ArXiv]
[15] Optimal entry and consumption under habit formation. (with Yue Yang).
Advances in Applied Probability. 54 (2), 433-459, 2022. [Article] [ArXiv]
2021
[14] Teamwise mean field competitions. (with Yuchong Zhang and Zhou Zhou).
Applied Mathematics & Optimization. 84, 903-942, 2021. [Article] [ArXiv]
[13] Optimal tracking portfolio with a ratcheting capital benchmark. (with Lijun Bo and Huafu Liao).
SIAM Journal on Control and Optimization. 59 (3), 2346-2380, 2021. [Article] [ArXiv]
[12] Optimal stopping under model ambiguity: a time-consistent equilibrium approach. (with Yu-Jui Huang).
Mathematical Finance. 31 (3), 979-1012, 2021. [Article] [ArXiv]
[11] Optimal dividend strategy for an insurance group with contagious default risk. (with Zhuo Jin, Huafu Liao and Yue Yang).
Scandinavian Actuarial Journal. 2021 (4), 335-361, 2021. [Article] [ArXiv]
[10] Lifetime ruin under high-water mark fees and drift uncertainty. (with Junbeom Lee and Chao Zhou).
Applied Mathematics & Optimization. 84 (3): 2743-2773, 2021. [Article] [ArXiv]
2020
[9] On dynamic programming principle for stochastic control under expectation constraints. (with Yuk-Loong Chow and Chao Zhou).
Journal of Optimization Theory and Applications. 185 (3), 803-818, 2020. [Article] [ArXiv]
[8] On the bail-out dividend problem for spectrally negative Markov additive models. (with Kei Noba and José-Luis Pérez).
SIAM Journal on Control and Optimization. 58 (2), 1049-1076, 2020. [Article] [ArXiv]
[7] Utility maximization with proportional transaction costs under model uncertainty. (with Shuoqing Deng and Xiaolu Tan).
Mathematics of Operations Research. 45 (4), 1210-1236, 2020. [Article] [ArXiv]
2019
[6] Risk sensitive portfolio optimization with default contagion and regime-switching. (with Lijun Bo and Huafu Liao).
SIAM Journal on Control and Optimization. 57 (1), 366-401, 2019. [Article] [ArXiv]
[5] Optimal investment with random endowments and transaction costs: duality theory and shadow prices. (with Erhan Bayraktar).
Mathematics and Financial Economics. 13 (2), 253-286, 2019. [Article] [ArXiv]
Before 2018
[4] On the bail-out optimal dividend problem. (with José-Luis Pérez and Kazutoshi Yamazaki).
Journal of Optimization Theory and Applications. 179 (2), 553-568, 2018. [Article] [ArXiv]
[3] On the market viability under proportional transaction costs. (with Erhan Bayraktar).
Mathematical Finance. 28 (3), 800-838, 2018. [Article] [ArXiv]
[2] Optimal consumption under habit formation in markets with transaction costs and random endowments.
Annals of Applied Probability. 27 (2), 960-1002, 2017. [Article] [ArXiv]
[1] Utility maximization with addictive consumption habit formation in incomplete semimartingale markets.
Annals of Applied Probability. 25 (3), 1383-1419, 2015. [Article] [ArXiv]
[1] PI, Hong Kong RGC Early Career Scheme (ECS), "Duality approach with auxiliary processes in some path-dependent portfolio choice problems", grant no. 25302116, 1/2017-12/2019, completed.
[2] PI, PROCORE-France/Hong Kong Joint Research Scheme (French PI: Huyên Pham), "Optimal relative consumption with reference to past spending maximum and the large time asymptotics", grant no. F-PolyU501/17, 1/2018-12/2019, completed.
[3] PI, Hong Kong RGC General Research Fund (GRF), "Optimal tracking portfolio using capital injection and related stochastic control problems", grant no. 15304122, 1/2023-12/2025, on-going.
[4] PI, Hong Kong RGC General Research Fund (GRF), "Relaxed wealth drawdown constraint in fund management: New stochastic control and mean field game problems", grant no. 15306523, 1/2024-12/2026, on-going.
[5] PI, Hong Kong RGC General Research Fund (GRF), "New advances in continuous-time q-learning for mean-field control problems", grant no. 15211524, 1/2025-12/2027, on-going.
[6] PI, Hong Kong RGC General Research Fund (GRF), "Mean-field control with singular control under state-law constraints: A systematic study", grant no. 15214125, 1/2026-12/2028, on-going.
• Bridging Theory and Practice in Finance: Stochastic Analysis and Machine Learning, Institute for Advanced Study, August 2025
• NUS Quantitative Finance Conference, July 2025
• SIAM Conference on Financial Mathematics and Engineering, Miami, July 2025
• The 10th International Symposium on Backward Stochastic Differential Equations, Qingdao, China, June 2025
• Department Seminar, Tsinghua University, Beijing, China, June 2025
• 2025 Byrne Conference on Stochastic Analysis in Finance and Insurance, Ann Arbor, Michigan, US, June 2025
• The 9th Asian Quantitative Finance Conference, Shenzhen, China, April 2025
• The 2nd ETH-HK-Imperial Joint Workshop on Quantitative Finance, April 2025
• Department Seminar, Center for Financial Engineering, Soochow University, April 2025
• The 15th POMS-HK International Conference, CUHK, Jan 2025
• Workshop on MFC, MFG and applications, Xidian University, Nov 2024
• The First INFORMS Conference on Financial Engineering and FinTech, Hong Kong, August 2024
• The 8th Asian Quantitative Finance Conference, Taiwan, August 2024
• 2024 Workshop on Mathematical Finance at Jeju, Korea, May 2024
• Recent Advances in Stochastic Control, Machine Learning and Quantitative Finance, Shanghai, China, April 2024
• 2024 Conference on Mathematical Finance and Financial Data Analysis, Putian, Fujian, China, March 2024
• Recent Advances on Quantitative Finance, The Hong Kong Polytechnic University, Aug 2023
• ICIAM 2023, Tokyo, Aug 2023
• AI, Stochastic Control and Related Topics in Mathematical Finance, SJTU, China, June 2023
• Department Seminar, Fudan University, China, June 2023
• SIAM Conference on Financial Mathematics and Engineering, Philadelphia, U.S., June 2023
• 2022 Workshop on Stochastic Analysis and Applications, Xiamen University, Nov 2022
• Seminar on Financial Mathematics, Xidian University, Nov 2022
• Mathematics of Risk-2022, Australia, Nov 2022
• 11th World Congress of Bachelier Finance Society (online), Hong Kong, June 2022
• Workshop on stochastic control and quantitative finance (online), Xidian University, June 2022
• 4th International Conference on Econometrics and Statistics (EcoSta2021), Hong Kong, June 2021
• Fifth PKU-NUS Annual International Conference on Quantitative Finance and Economics, May 2021
• Stochastics and Finance Seminar, The University of Sydney, April 2021
• International online workshop on financial mathematics, financial engineering & insurance actuary by CSIAM, Dec 2020
• 18th Annual Meeting of China Society for Industrial and Applied Mathematics, Oct 2020
• Workshop on collaboration and exchange project between Shandong University and PolyU, Aug 2020
• Asian Quantitative Finance Seminar Series, Aug 2020
• 2020 SIAM-CAIMS 2nd Joint Annual Meeting (Virtual AN20), July 2020
• Workshop on Finance 2019, Tokyo Metropolitan University, Japan, Sep 2019.
• Seminar on Applied Probability and Stochastic Control, Xidian University, Xi'an, China, July 2019
• SIAM Conference on Control and Its Applications, Chengdu, China, June 19-21, 2019
• Workshop for Young Researchers in Probability and Statistics, Yinchuan, China, June 14-17, 2019
• Seminar on Financial Mathematics, South China Normal University, Guangzhou, Dec 2018
• Joint Seminar on Financial Mathematics, Probability and Stochastic Processes, LPSM, Paris 6 and Paris 7, Oct 2018
• 10th World Congress of the Bachelier Finance Society, Dublin, Ireland, July 16-20, 2018
• The 12th AIMS Conference on Dynamical Systems, Differential Equations and Applications, Taipei, Taiwan, July 5-9, 2018
• Two days Workshop on Stochastic Control and Applications, VPSMS, Verona, Italy, May 10-11, 2018
• The Fourth Young Researchers Meeting on BSDEs, Nonlinear Expectations and Mathematical Finance, Shanghai, China, April 2018.
• Workshop on Stochastic Control and Related Issues, Osaka, Japan, March 2018
• Shandong-PolyU JRC Workshop on Applied Mathematics with Financial Applications, Hong Kong, Feb 2018
• Financial Mathematics Seminar, Key Laboratory of Mathematical Economics and Quantitative Finance, Peking University, China, Jan 2018
• Paris Bachelier Seminar, Institut Henri Poincaré, Paris, France, January 2018
• Probability Seminar, Nankai University, Tianjin, China, November 2017
• Workshop on Stochastic Processes in Actuarial Science and Finance, Vietnam Institute for Advanced Study in Mathematics, Vietnam, July 2017
• Conference on Asymptotic Statistics of Stochastic Processes and Applications in Finance, Steklov Institute, Saint Petersburg, Russia, July 2017
• Probability Seminar, Nankai University, Tianjin, China, June 2017
• The Second Paris-Asia Conference in Quantitative Finance, Suzhou, China, May 2017
• The 5th Asian Quantitative Finance Conference, Seoul, Korea, April 2017
• The 2nd NUS-USPC Workshop on New Challenges in Financial Risk Control, Singapore, April 2017
• Department Seminar in System Engineering and Engineering Management, The Chinese University of Hong Kong, Feb 2017
• Probability Seminar, University of Science and Technology of China, December 2016
• Mini-symposium speaker at SIAM Conference on Financial Mathematics and Engineering, Austin, Texas, USA, November 2016.
• Probability Seminar, Osaka University, Japan, November 2016
• Workshop on Dirichlet Forms and Stochastic Analysis, Kansai University, Japan, November 2016
• Workshop on Applied Mathematics, Shandong University, China, June 2016
• 4th workshop on Optimization and Risk Management, Hong Kong Polytechnic University, December 2015
• Financial/Actuarial Mathematics Seminar, University of Michigan, USA, April 2015
• Department Seminar, Vienna University of Economics and Business, Austria, January 2015
• Stochastic Analysis Seminar, Worcester Polytechnic Institute, Massachusetts, USA, November 2014.
• Mini-symposium speaker at SIAM Conference on Financial Mathematics and Engineering, Chicago, USA, November, 2014.
• Financial/Actuarial Mathematics Seminar, University of Michigan, USA, Feb 2014
• AMS Sectional Meeting, Special Session on Financial Mathematics, Boston College, MA, USA, April 2013.
• The 4th Berlin Workshop on Mathematical Finance for Young Researchers, Humboldt Universitaet zu Berlin, Berlin, Germany, October 2012.
• Financial/Actuarial Mathematics Seminar, University of Michigan, Michigan, USA, September 2012
• Mini-symposium speaker at SIAM Conference on Financial Mathematics and Engineering, Minneapolis, Minnesota, USA, July 2012.
• Probability and Computational Finance Seminar, Carnegie Mellon University, Pennsylvania, USA, September 2011.
• Mathematical Finance and Probability Seminar, University of Texas at Austin, Texas, USA, April 2011 and October 2011