Conference
Open access
Sep 2026
StreamTimer: Efficient Inference for Long-Context Time Series Transformers
This work proposes an inference-only streaming autoregressive framework that replaces repeated full-context recomputation with a one-time context warmup and incremental decoding, enabling efficient long-history forecasting without retraining.
Xi-Yu Meng, Yuhan Wu, Can-Ran Xiao et al.
· Proceedings of the Thirty-Fi... · 0 citations