Paper Discussion - LATS, AgentSquare, Multi-Agent Design, MAS-GPT and AVATAR

Yan Zhang Ph.D. Student Florida State University

June 16, 2026

YouTube Streamed

Papers Discussed

• Language Agent Tree Search Unifies Reasoning, Acting, and Planning in Language Models
• AgentSquare: Automatic LLM Agent Search in Modular Design Space
• Multi-Agent Design: Optimizing Agents with Better Prompts and Topologies
• MAS-GPT: Training LLMs to Build LLM-based Multi-Agent Systems
• AVATAR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning

Slides

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