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Test-Time Training (TTT) layers enhance pre-trained Transformers' ability to generate one-minute videos from text narratives, yielding improved coherence and aesthetics compared to existing methods. Despite notable artifacts and limitations in the current implementation, TTT-MLP shows significant advancements in temporal consistency and motion smoothness, particularly when tested on a dataset of Tom and Jerry cartoons. Future work aims to extend this approach to longer videos and more complex storytelling.
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