This repository aggregates academic papers on autonomous agents organized into two categories: RL-based agents and LLM-based agents. It maintains papers from major ML conferences (NeurIPS, ICML, ICLR) with project pages and GitHub links where available. The collection specifically focuses on agents capable of goal achievement, knowledge acquisition, and continuous improvement, distinguishing itself from traditional RL surveys.