Learning Wireless Interference Patterns: Decoupled GNN for Throughput Prediction in Heterogeneous Multi-Hop p-CSMA Networks
机构 * Dept. of Electrical and Computer Engineering, University of Southern California（电气与计算机工程系，南加州大学）
高校专区
University of Southern California（南加州大学）
Schrödinger bridge for generative AI: Soft-constrained formulation and convergence analysis
机构 * Department of Mathematics, University of Southern California（美国南加州大学数学系） ； Department of Statistics and Applied Probability, University of California（加州大学圣塔芭芭拉分校统计与应用概率系） ； Department of Management of Science & Engineering, Stanford University（斯坦福大学科学与工程管理系）
Comments 31 pages
PEARL: Peer-Enhanced Adaptive Radio via On-Device LLM
机构 * Nokia Technologies（诺基亚技术） ； Department of Computer Science, University of Southern California（南加州大学计算机科学系）
FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design
机构 * University of Southern California（南加州大学） ； University of California, Irvine（加州大学伊藤分校）
Comments Accepted at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)
