Ping Wu

Fewer-Sample Fast Automatic Modulation Recognition with Multimodal Deep Learning and Resized Signal Representation

2025

Fast automatic modulation recognition (AMR) is a crucial technique for intelligent communications systems. Short recognition time, consisting of sampling time and calculation time, is the key performance factor of fast AMR. The existing research on …

Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward

2025 · arXiv (Cornell University)

Reinforcement learning (RL) has been widely adopted to enhance the performance of large language models (LLMs) on Text-to-SQL tasks. However, existing methods often rely on execution-based or LLM-based Bradley-Terry reward models. The former suffers from …