Multi-modal multi-agent debate-based dialectical knowledge transfer learning

Haotian Wang

doi:10.1016/j.asoc.2025.113551

Multi-modal multi-agent debate-based dialectical knowledge transfer learning

2025-08-05

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DOI：10.1016/j.asoc.2025.113551

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Abstract

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• We propose M2D-DKTL to boost small MLLMs via multi-modal multi-agent debates. • Our debate framework reveals cross-modal logic and reduces reasoning errors. • We condense debates into CoD to improve knowledge transfer and complex reasoning.

Keywords:

M2D-DKTL

multi-modal multi-agent debates

cross-modal logic

knowledge transfer

complex reasoning

Multi-modal multi-agent debate-based dialectical knowledge transfer learning

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