Renyuan Xu

Orcid: 0000-0003-4293-3450

According to our database1, Renyuan Xu authored at least 23 papers between 2019 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Links

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Bibliography

2024
Neural Network-Based Score Estimation in Diffusion Models: Optimization and Generalization.
CoRR, 2024

2023
Dynamic Programming Principles for Mean-Field Controls with Learning.
Oper. Res., July, 2023

A General Framework for Learning Mean-Field Games.
Math. Oper. Res., May, 2023

Policy Gradient Methods Find the Nash Equilibrium in N-player General-sum Linear-quadratic Games.
J. Mach. Learn. Res., 2023

Fast Policy Learning for Linear Quadratic Regulator with Entropy Regularization.
CoRR, 2023

Risk-sensitive Markov Decision Process and Learning under General Utility Functions.
CoRR, 2023

Policy Gradient Converges to the Globally Optimal Policy for Nearly Linear-Quadratic Regulators.
CoRR, 2023

2022
Entropy Regularization for Mean Field Games with Learning.
Math. Oper. Res., November, 2022

A Class of Stochastic Games and Moving Free Boundary Problems.
SIAM J. Control. Optim., 2022

Asymptotic Analysis of Deep Residual Networks.
CoRR, 2022

Risk-Aware Linear Bandits: Theory and Applications in Smart Order Routing.
CoRR, 2022

Convergence and Implicit Regularization Properties of Gradient Descent for Deep Residual Networks.
CoRR, 2022

Risk-Aware Linear Bandits with Application in Smart Order Routing.
Proceedings of the 3rd ACM International Conference on AI in Finance, 2022

2021
Mean-Field Controls with Q-Learning for Cooperative MARL: Convergence and Complexity Analysis.
SIAM J. Math. Data Sci., 2021

Policy Gradient Methods for the Noisy Linear Quadratic Regulator over a Finite Horizon.
SIAM J. Control. Optim., 2021

Recent Advances in Reinforcement Learning in Finance.
CoRR, 2021

Mean-Field Multi-Agent Reinforcement Learning: A Decentralized Network Approach.
CoRR, 2021

Scaling Properties of Deep Residual Networks.
Proceedings of the 38th International Conference on Machine Learning, 2021

2020
Delay-Adaptive Learning in Generalized Linear Contextual Bandits.
CoRR, 2020

Q-Learning for Mean-Field Controls.
CoRR, 2020

2019
Stochastic Games for Fuel Follower Problem: N versus Mean Field Game.
SIAM J. Control. Optim., 2019

Learning in Generalized Linear Contextual Bandits with Stochastic Delays.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Learning Mean-Field Games.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019


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