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ResearchOctober 20, 2026

Joint, Decoupled, or Agent: When Each Multimodal Alignment Paradigm Wins

arXiv:2610.24108v1 Announce Type: new Abstract: Jointly pretrained multimodal encoders are a common way to combine modalities, while alternatives integrate their information during downstream training or inference. When does each approach win? We compare three paradigms,…

Yi Fang, Gaurav Srivastava, Sirui Ding, Xuan Wang·arXiv — cs.AI
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Key Takeaways
  • 01.arXiv:2610.24108v1 Announce Type: new Abstract: Jointly pretrained multimodal encoders are a common way to combine modalities, while alternatives integrate their information during downstream training or inference
  • 02.When does each approach win
  • 03.We compare three paradigms,…

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