Summary of Papers Citing Generative Agents

• https://speakerdeck.com/blu3mo/generative-agentswoyin-yong-siteiruyan-jiu-matome

  • I have placed the summary slides here.

• Hmm, I want to use the KJ method with this.

• Multiple Agents Collaboration

  • Agents: An Open-source Framework for Autonomous Language Agents
  • PLAYER*: Enhancing LL M-based Multi-Agent Communication and Interaction in Murder Mystery Games
  • ALYMPICS: The Encounter of LLM Agents and Game Theory - Exploring Strategic Decision-Making with AI Agents
  • Can LLMs Survive in the Desert? Evaluation of Collaborative Abilities of Generative Agents
    • Comparing Dictatorship and Democracy, interesting (blu3mo)
  • Description, Explanation, Planning, Selection: Achieving Open-World Multi-Task Agents through Interactive Planning Using Large Language Models
  • G-Designer: Designing Multi-Agent Communication Topology with Graph Neural Networks
  • Exploring Spontaneous Cooperation of Competing LLM Agents
  • Heterogeneous Multi-Agent Reinforcement Learning for Zero-Shot Scalable Collaboration
  • Learning Multi-Agent Debate Systems using Knowledge Expansion
    • Seems very beneficial for cross-world discussions (blu3mo)(blu3mo)
  • MetaAgents: Simulating Interactions of Human Behaviors for LLM-based Task-oriented Coordination via Collaborative Generative Agents
  • AutoGen: Realizing Next-Generation LLM Applications with a Multi-Agent Conversation Framework
    • Seems like a famous paper.

• Human Imitation

  • Decision-making biases differ based on Language, interesting
    • Can LLMs Mimic Human-Like Mental Accounting and Behavioral Biases?
  • Creating Prompts for Socially Intelligent Agents using ChatGPT
  • Contextual Imitation to reveal strengths and biases of large language models
  • Scaling Synthetic Data Creation with 1,000,000,000 Personas
  • Political-Economic Simulation
    • Beyond Demographics: Aligning Role-Playing LLM Agents’ Consistency with Human Belief Networks
      • Seems related to the SmaNew Project
    • Modeling Political Coalition Negotiations using LLM-based Agents
    • LLMs generate structurally realistic social networks but overestimate political homophily
    • Simulating Legislative Actions and Bipartisanship in the U.S. Senate with LLM-Driven Agents
    • Large-Scale Legislative Model: Economic Simulation towards Efficient AI Policy Decision-making
    • Large Language Model-Empowered Agents for Simulating Macroeconomic Activities
    • Simulating Alien Civilizations with LLM-based Agents in case of Different World Views
  • Personality
    • Digital Life Project: Autonomous 3D Characters with Social Intelligence

• Interaction between Humans and Agents

  • IDAT: Multimodal Dataset and Toolkit for Interactive Task-solving Agents
  • Exploring the Potential of Real-time Collaborative Ideation with Generation AI-based Dialogue Support
  • Policy Learning with a Language Bottleneck to exploit Language Bottleneck

• Agent Memory

  • Memory Sandbox: Transparent and Interactive Memory Management for Conversational Agents
    • Control memory with drag & drop
  • GEM-RAG: Graph-based Memory Reinforcement Generation Method
    • Want to follow up on this later (blu3mo)
  • Large Language Models for Information Retrieval: Investigation
  • Evaluation of Long-term Conversation Memory of LLM Agents
    • This is important (blu3mo)
  • Search-enhanced Decision Transformer: External Memory for Contextual Reinforcement Learning
  • Memory-Enhanced Conversational Recommendation System using Large Language Models
  • Memory Sharing in Agents based on Large Language Models- Oh, sharing memories among multiple agents seems very insightful (blu3mo).

• Cognitive Abilities

  • Reflex: Language agents and language reinforcement learning.
  • Overlooked connections: Cross-thinking puzzles for large-scale language models.
    • Oh, this is quite abstract (blu3mo).

• Cognitive Architecture

  • Pursuing robust AI through the integration of large-scale language models and cognitive architecture.
    • It seems to have a theoretical background in cognitive science.
  • Towards building a lifelong cognitive system.
    • Sounds interesting (blu3mo).
  • Applying Generative Artificial Intelligence to cognitive models of decision making.

• Other

  • Understanding, simulating, and optimizing content and behavior through large content and behavior models.
    • They are talking about Shannon’s model (blu3mo).
  • A Philosophical Introduction to Language Models