evidence-aware reasoning 1hallucination mitigation 1multi-agent systems 1sentimental image captioning 1visual grounding 1
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cs.CV2026
Towards Faithful Sentimental Image Captioning via Evidence-Aware Multi-Agent Reasoning
Tiecheng Cai, Zexian Yang, Chao Chen +2
The paper introduces SEA-Cap, a multi‑agent system that extracts object‑level affective evidence from images and uses a generator, hallucination checker, and arbitrator to produce…
cs.CV2025
From Attribution to Action: Jointly ALIGNing Predictions and Explanations
Dongsheng Hong, Chao Chen, Yanhui Chen +3
Explanation-guided learning (EGL) has shown promise in aligning model predictions with interpretable reasoning, particularly in computer vision tasks. However, most approaches rely…