TimeBlocks: Foundational and Continual Time-Series Blockbase -- Extended Version

ArXi:2606.02142v1 Announce Type: new The ongoing digitization has led to a proliferation of time-series data streams that monitor a variety of processes, from which valuable insights may be obtained. Further, the emergence of successful foundational language models begs the question of whether it is possible to achieve time-series models with the foundational properties of handling multiple tasks, while being sufficiently lightweight to allow real-time data stream processing.