AI-Paper-Collector provides fully-automated scripts for discovering and aggregating AI-related academic papers from a wide range of conferences spanning NLP, ML, CV, speech, and information retrieval. It includes a web demo interface and covers venues from 2019-2023, helping researchers efficiently track and collect papers from their field. The system appears to target the MLNLP community for better scholarly discovery.