Shuze Daniel Liu

According to our database, Shuze Daniel Liu authored at least 14 papers between 2023 and 2026.

Collaborative distances:

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

2026

Convergence of Two-Timescale Markovian Stochastic Approximations with Applications in Reinforcement Learning.

Vagul Mahadevan, Claire Chen, Shuze Daniel Liu, Shangtong Zhang

CoRR, May, 2026

Offline Two-Player Zero-Sum Markov Games with KL Regularization.

Claire Chen, Yuheng Zhang, Xinyu Liu, Zixuan Xie, Shuze Daniel Liu, Nan Jiang

CoRR, May, 2026

Predicting Plasticity in Deep Continual Learning: A Theoretical Perspective.

Jiuqi Wang, Jayanth Srinivasa, Claire Chen, Shuze Daniel Liu, Ali Payani, Shangtong Zhang

CoRR, May, 2026

Beyond Linear Attention: Softmax Transformers Implement In-Context Reinforcement Learning.

Zixuan Xie, Xinyu Liu, Claire Chen, Shuze Daniel Liu, Rohan Chandra, Shangtong Zhang

CoRR, May, 2026

AstroAlertBench: Evaluating the Accuracy, Reasoning, and Honesty of Multimodal LLMs in Astronomical Classification.

Claire Chen, Jiabao Sean Xiao, Shuze Daniel Liu, Facundo Perez Paolino, Luke Handley, Theophile Jegou du Laz, Ricky Nilsson, Alice Zou, Matthew J. Graham, Ashish Mahabal

CoRR, May, 2026

Instructing LLMs to Negotiate using Reinforcement Learning with Verifiable Rewards.

Shuze Daniel Liu, Claire Chen, Jiabao Sean Xiao, Lei Lei, Yuheng Zhang, Yisong Yue, David Simchi-Levi

CoRR, April, 2026

MathlibLemma: Folklore Lemma Generation and Benchmark for Formal Mathematics.

Xinyu Liu, Zixuan Xie, Amir Moeini, Claire Chen, Shuze Daniel Liu, Yu Meng, Aidong Zhang, Shangtong Zhang

CoRR, February, 2026

2025

The ODE Method for Stochastic Approximation and Reinforcement Learning with Markovian Noise.

Shuze Daniel Liu, Shuhang Chen, Shangtong Zhang

J. Mach. Learn. Res., 2025

Doubly Optimal Policy Evaluation for Reinforcement Learning.

Shuze Daniel Liu, Claire Chen, Shangtong Zhang

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Efficient Policy Evaluation with Safety Constraint for Reinforcement Learning.

Claire Chen, Shuze Daniel Liu, Shangtong Zhang

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Efficient Multi-Policy Evaluation for Reinforcement Learning.

Shuze Daniel Liu, Claire Chen, Shangtong Zhang

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Efficient Multi-Policy Evaluation for Reinforcement Learning.

Shuze Daniel Liu, Yuxin Chen, Shangtong Zhang

CoRR, 2024

Efficient Policy Evaluation with Offline Data Informed Behavior Policy Design.

Shuze Daniel Liu, Shangtong Zhang

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Improving Monte Carlo Evaluation with Offline Data.

Shuze Daniel Liu, Shangtong Zhang

CoRR, 2023