ProAgent: Building Proactive Cooperative Agents with Large Language Models

no code implementations • 22 Aug 2023 • Ceyao Zhang, Kaijie Yang, Siyi Hu, ZiHao Wang, Guanghe Li, Yihang Sun, Cheng Zhang, Zhaowei Zhang, Anji Liu, Song-Chun Zhu, Xiaojun Chang, Junge Zhang, Feng Yin, Yitao Liang, Yaodong Yang

Building agents with adaptive behavior in cooperative tasks stands as a paramount goal in the realm of multi-agent systems.

Randomly Initialized One-Layer Neural Networks Make Data Linearly Separable

no code implementations • 24 May 2022 • Promit Ghosal, Srinath Mahankali, Yihang Sun

Recently, neural networks have demonstrated remarkable capabilities in mapping two arbitrary sets to two linearly separable sets.

Computational Efficiency