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

2504.10369 2025-09-23 cs.AR cs.AI cs.LG cs.PL

SymRTLO: Enhancing RTL Code Optimization with LLMs and Neuron-Inspired Symbolic Reasoning

Yiting Wang, Wanghao Ye, Ping Guo, Yexiao He, Ziyao Wang, Bowei Tian, Shwai He, Guoheng Sun, Zheyu Shen, Sihan Chen, Ankur Srivastava, Qingfu Zhang, Gang Qu, Ang Li

机构 * University of Maryland, College Park（马里兰大学科帕克分校）； City University of Hong Kong（香港城市大学）； University of Southern California（南加州大学）

Comments NeurIPS 2025

2505.13241 2025-09-23 cs.LG math.OC stat.ML

Reconstructing Physics-Informed Machine Learning for Traffic Flow Modeling: a Multi-Gradient Descent and Pareto Learning Approach

Yuan-Zheng Lei, Yaobang Gong, Dianwei Chen, Yao Cheng, Xianfeng Terry Yang

机构 * University of Maryland, College Park, MD 20742, United States（马里兰大学）； Florida Atlantic University, Boca Raton, FL 33431, United States（佛罗里达Atlantic大学）

Journal ref Transportation Research Part C: Emerging Technologies, Volume 180, November 2025, 105344

2505.13448 2025-09-23 cs.CL cs.AI

CIE: Controlling Language Model Text Generations Using Continuous Signals

Vinay Samuel, Harshita Diddee, Yiming Zhang, Daphne Ippolito

机构 * University of Maryland, College Park（马里兰大学 College Park分校）； Carnegie Mellon University（卡内基梅隆大学）

Comments EMNLP Main 2025