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Time series foundation models in federated learning can be significantly improved by representing data as discrete prototypical memories, rather than relying on continuous latent spaces.
Ditch the RNNs and attention: PFGNet's frequency-guided gating achieves SOTA spatiotemporal prediction with a fully convolutional architecture, slashing parameters and FLOPs.
