Nianli Peng

According to our database, Nianli Peng authored at least 5 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Efficient and Scalable Deep Reinforcement Learning for Mean Field Control Games.

Nianli Peng, Yilin Wang

CoRR, January, 2025

Multi-objective Reinforcement Learning with Nonlinear Preferences: Provable Approximation for Maximizing Expected Scalarized Return.

Nianli Peng, Muhang Tian, Brandon Fain

Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems, 2025

HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics.

Jingxuan Fan, Sarah Martinson, Erik Y. Wang, Kaylie Hausknecht, Jonah Brenner, Danxian Liu, Nianli Peng, Corey Wang, Michael P. Brenner

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2023

Nonlinear Multi-objective Reinforcement Learning with Provable Guarantees.

Nianli Peng, Brandon Fain

CoRR, 2023

Welfare and Fairness in Multi-objective Reinforcement Learning.

Zimeng Fan, Nianli Peng, Muhang Tian, Brandon Fain

Proceedings of the 2023 International Conference on Autonomous Agents and Multiagent Systems, 2023