DeepAgent: A Dual Stream Multi Agent Fusion for Robust Multimodal Deepfake Detection

The article introduces DeepAgent, a novel approach to deepfake detection. The core idea revolves around a dual-stream, multi-agent fusion strategy, suggesting an attempt to improve robustness by combining different modalities and agent perspectives. The use of 'robust' in the title implies a focus on overcoming existing limitations in deepfake detection. The source being ArXiv indicates this is a research paper, likely detailing the methodology, experiments, and results of the proposed DeepAgent system.