Inverse Design of Photonic Crystal Surface Emitting Lasers is a Sequence Modeling Problem

no code implementations • 8 Mar 2024 • Ceyao Zhang, Renjie Li, Cheng Zhang, Zhaoyu Zhang, Feng Yin

By modeling the inverse design of PCSEL as a sequential decision-making problem, RL approaches can construct a satisfactory PCSEL structure from scratch.

Decision Making Reinforcement Learning (RL)

Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects

1 code implementation • 7 Jan 2024 • Yuheng Cheng, Ceyao Zhang, Zhengwen Zhang, Xiangrui Meng, Sirui Hong, Wenhao Li, ZiHao Wang, Zekai Wang, Feng Yin, Junhua Zhao, Xiuqiang He

Intelligent agents stand out as a potential path toward artificial general intelligence (AGI).

Language Modelling Large Language Model

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.

MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

1 code implementation • 1 Aug 2023 • Sirui Hong, Mingchen Zhuge, Jonathan Chen, Xiawu Zheng, Yuheng Cheng, Ceyao Zhang, Jinlin Wang, Zili Wang, Steven Ka Shing Yau, Zijuan Lin, Liyang Zhou, Chenyu Ran, Lingfeng Xiao, Chenglin Wu, Jürgen Schmidhuber

Remarkable progress has been made on automated problem solving through societies of agents based on large language models (LLMs).

Code Generation

Heterogeneous Value Alignment Evaluation for Large Language Models

2 code implementations • 26 May 2023 • Zhaowei Zhang, Ceyao Zhang, Nian Liu, Siyuan Qi, Ziqi Rong, Song-Chun Zhu, Shuguang Cui, Yaodong Yang

We conduct evaluations with new auto-metric \textit{value rationality} to represent the ability of LLMs to align with specific values.

Attribute