VideoTitans: Scalable Video Prediction with Integrated Short- and Long-term Memory
This work introduces VideoTitans, the first architecture to adapt the gradient-driven Titans memory—originally designed for language modelling to video prediction, and achieves competitive visual fidelity compared to state-of-the-art recurrent, convolutional, and efficient-transformer methods.