Deep TPC: Temporal-Prior Conditioning for Time Series Forecasting

Filippos Bellos, NaveenJohn Premkumar, Yannis Avrithis +2

LLM-for-time series (TS) methods typically treat time shallowly, injecting positional or prompt-based cues once at the input of a largely frozen decoder, which limits temporal reas…