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cs.CV2026
HIFICL: High-Fidelity In-Context Learning for Multimodal Tasks
Xiaoyu Li, Yuhang Liu, Xuanshuo Kang +4
In-Context Learning (ICL) is a significant paradigm for Large Multimodal Models (LMMs), using a few in-context demonstrations (ICDs) for new task adaptation. However, its performan…
cs.CV2025
Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection
Zihan Xiong, Xiaohua Wu, Lei Chen +1
Advances in computer vision and deep learning have blurred the line between deepfakes and authentic media, undermining multimedia credibility through audio-visual forgery. Current…