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SwanSphere proposes a unified streaming framework for high-fidelity spatial audio generation from panoramic videos and text prompts using causal autoregressive diffusion transformers and multimodal learning strategies, achieving superior performance in both video-to-spatial and text-to-spatial audio tasks.