A Survey on Safe Multi-Modal Learning System
CoRR(2024)
摘要
With the wide deployment of multimodal learning systems (MMLS) in real-world
scenarios, safety concerns have become increasingly prominent. The absence of
systematic research into their safety is a significant barrier to progress in
this field. To bridge the gap, we present the first taxonomy for MMLS safety,
identifying four essential pillars of these concerns. Leveraging this taxonomy,
we conduct in-depth reviews for each pillar, highlighting key limitations based
on the current state of development. Finally, we pinpoint unique challenges in
MMLS safety and provide potential directions for future research.
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