Edge Inference Benchmark: Time Series Foundation Models on Consumer GPUs
Abstract
A benchmark framework evaluating accuracy-efficiency tradeoffs of time series foundation models (Chronos, Moirai) on consumer GPUs with 6GB VRAM. Includes experiments across 4 datasets (ETTh1, Exchange, Traffic, Weather) and 8 models spanning statistical, tree-based, and foundation model paradigms.
Fields of Study & Subjects
Time Series Analysis and Forecasting
IoT and Edge/Fog Computing
Parallel Computing and Optimization Techniques
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 4 February 2026