University of Maryland, College Park（马里兰大学帕克分校）

UALM: Unified Audio Language Model for Understanding, Generation and Reasoning

Jinchuan Tian, Sang-gil Lee, Zhifeng Kong, Sreyan Ghosh, Arushi Goel, Chao-Han Huck Yang, Wenliang Dai, Zihan Liu, Hanrong Ye, Shinji Watanabe, Mohammad Shoeybi, Bryan Catanzaro, Rafael Valle, Wei Ping

机构 * CMU（卡内基梅隆大学） ； NVIDIA（英伟达） ； UMD（马里兰大学） 纠错

Efficient Restarts in Non-Stationary Model-Free Reinforcement Learning

Hiroshi Nonaka, Simon Ambrozak, Sofia R. Miskala-Dinc, Amedeo Ercole, Aviva Prins

机构 * Soka University of America（美国早稻田大学） ； University of Maryland, College Park（马里兰大学学院市分校） 纠错

Comments This paper contains 19 pages and 3 figures. To be presented at the 2nd Workshop on Aligning Reinforcement Learning Experimentalists and Theorists (ARLET 2025) at NeurIPS 2025