SocialDirector uses spatiotemporal actor masking and directional reweighting on cross-attention maps to reduce actor-action mismatches and improve target-directed interactions in generated multi-person videos.
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LongCat-Video-Avatar 1.5 delivers an engineering-focused upgrade to audio-driven video generation with claimed competitive performance against closed-source systems on a 500-case benchmark.
citing papers explorer
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SocialDirector: Training-Free Social Interaction Control for Multi-Person Video Generation
SocialDirector uses spatiotemporal actor masking and directional reweighting on cross-attention maps to reduce actor-action mismatches and improve target-directed interactions in generated multi-person videos.
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LongCat-Video-Avatar 1.5 Technical Report
LongCat-Video-Avatar 1.5 delivers an engineering-focused upgrade to audio-driven video generation with claimed competitive performance against closed-source systems on a 500-case benchmark.