Awesome-Papers-Autonomous-Agent

This is a collection of recent papers focusing on autonomous agent. Here is how Wikipedia defines Agent:

In artificial intelligence, an intelligent agent is an agent acting in an intelligent manner; It perceives its environment, takes actions autonomously in order to achieve goals, and may improve its performance with learning or acquiring knowledge. An intelligent agent may be simple or complex: A thermostator other control systemis considered an example of an intelligent agent, as is a human being, as is any system that meets the definition, such as a firm, a state, or a biome.

Thus, the key of an agent is that it can achieve goals, acquire knowledge and continually improve. The traditional agents in RL research will not be considered in this collection. Though LLM-based agents have caught people's eyes in recent research, RL-based agents also take their special position. Specifically, this repo is interested in two types of agent: RL-based agent and LLM-based agent.

Note that this paper list is under active maintaince. Free free to open an issue if you found any missed papers that fit the topic.

------

Update history

• 2024/01/31: Add a special list for surveys on autonomous agent.
• 2023/12/08: Add papers accepted by ICML'23 and [ICLR'23]() :rocket:
• 2023/11/08: Add papers accepted by NeurIPS'23). Add related links (project page or github) to these accepted papers :tada:
• 2023/10/25: Classify all papers based on their research topics. Check ToC for the standard of classification :clap:
• 2023/10/18: Release first version of collection, including papers submitted to ICLR 2024 :rocket:

Table of Contents