Jiani Wei

Time-Series Decomposition as a standalone Task: A Mechanism-Driven Diagnostic Benchmark

We benchmark time series decomposition as a standalone evaluation task. While decomposition outputs are widely used to interpret trend and periodic structure, their quality is often assessed informally, and no unified benchmark exists for comparing component recovery under controlled generative mech…