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Efficient Leverage Score Sampling for Tensor Train Decomposition

Neural Information Processing Systems

In this paper, we propose an efficient algorithm to accelerate computing the TT decomposition with the Alternating Least Squares (ALS) algorithm relying on exact leverage scores sampling.










Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth Wei Chen

Neural Information Processing Systems

Since the inception of our planet, the meteorological environment, as reflected through spatio-temporal data, has always been a fundamental factor influencing human life, socio-economic progress, and ecological conservation.