2 papers
cs.CL2026
Meta-Moderator: Empowering Multi-Agent Debate with Meta-Cognition
Wentao Hu, Zhuoyue Wan, Jinhao Shen +3
Multi-agent debate can improve large language model reasoning by eliciting diverse hypotheses and critiques, yet its performance is often constrained by weak moderation. Common pip…
cs.CV2026
From Competition to Coopetition: Coopetitive Training-Free Image Editing Based on Text Guidance
Jinhao Shen, Haoqian Du, Xulu Zhang +2
Text-guided image editing, a pivotal task in modern multimedia content creation, has seen remarkable progress with training-free methods that eliminate the need for additional opti…