Author

Hung Le

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#artificial intelligence Preprint Oct 2026

DREAM: Dynamic Resolution Assignment For Multimodal Multi-agent Debate

Multi-agent debate (MAD) has emerged as an effective paradigm to improve the reasoning capabilities of large language models (LLMs) and is increasingly being extended to multimodal settings. However, existing multimodal MAD frameworks typically expose agents to the same fixed visual input, ignoring substantial variatio...

Khanh K. Nguyen, Van Dai Do, Tien-Thuy Nguyen et al. · 0 citations

#natural language process... Preprint Sep 2026

Creative Generation via Multi-Agent Debate: Does Debate Suppress Diversity?

This work proposes Creative-MAD, which introduces two synergistic interventions to sustain agent divergence, and significantly enhances both lexical and semantic diversity while maintaining MAD's output quality.

Tien-Thuy Nguyen, Khanh K. Nguyen, Van Dai Do et al. · 1 citation