memory mechanisms

DataFunSummit

Jul 24, 2024 · Artificial Intelligence

Overview of Large Language Model‑Based AI Agents: Architecture, Challenges, and Future Directions

This article reviews the emerging field of large language model‑based AI agents, outlining their overall architecture, key challenges such as role‑playing, memory, planning, and multi‑agent collaboration, and discusses future research directions and practical examples in user behavior simulation and software development.

AI agentsLLMlarge language models

0 likes · 11 min read

Overview of Large Language Model‑Based AI Agents: Architecture, Challenges, and Future Directions

DataFunTalk

Aug 21, 2023 · Artificial Intelligence

Can We Build Large-Scale Models for Recommendation Systems?

In this talk, Zhang Pengtao, a Sina Weibo technical expert with a Ph.D. in computer applications, explores how the strong memory capabilities of NLP large language models inspire the design of independent memory mechanisms for recommendation systems, covering model concepts, HCNet & MemoNet, experimental results, and practical takeaways for enhancing recommendation model performance.

AIRecommendation systemsUser Profiling

0 likes · 2 min read

Can We Build Large-Scale Models for Recommendation Systems?