The recent research interest in using large language models (LLMs) for decision-making tasks has grown due to their world knowledge. Customizing LLMs for specific tasks is resource-intensive and may reduce generalization. Leading models like GPT-4 and Claude are mainly accessible through APIs, making their weights proprietary. This highlights the need for new methods to learn from experiences without updating parameters. Introducing the Experiential Learning (ExpeL) agent, which autonomously gathers experiences and knowledge from training tasks in natural language. During inference, it recalls insights and past experiences to make informed decisions. Empirical results show ExpeL's consistent performance enhancement as it accumulates experiences. It also demonstrates emerging capabilities and transfer learning potential through qualitative observations and experiments.
The Advanced Computing Program at Tsinghua University is a master's degree offering a comprehensive curriculum in computer science, emphasizing cutting-edge topics like machine learning and big data. It's distinguished by its international collaborations and strong industry connections, facilitating a diverse academic environment and practical learning opportunities. The program is hosted by Tsinghua's highly reputed Department of Computer Science and Technology, known for its significant contributions in computer science research and education.
Telecom SudParis, founded in 1979 and formerly known as Télécom INT, is a prestigious engineering school in France. It is a member of the Institut Mines-Télécom and Institut Polytechnique de Paris. The school offers diverse engineering programs and focuses on digital sciences and technology. Known for its project-based learning and international outlook, it provides students with opportunities for global experience and linguistic skills, including compulsory English and other language options. Telecom SudParis also engages closely with the business world, integrating entrepreneurial elements into its programs and supporting innovative ICT projects through its business incubator
