gatedlinear-936b58e6·1 events·first seen Aliases: GatedLinear
A new arXiv preprint introduces GatedLinear, a lightweight forecasting framework that routes inputs across three specialized linear mechanisms — trend-seasonal, incremental drift, and phase-aligned recurrence — using a Tri-Factorized Fusion Gate. The gate disentangles routing decisions into channel-specific, horizon-aware, and phase-indexed components without heavy neural modules. Experiments on standard benchmarks claim state-of-the-art or competitive accuracy against larger foundational models with a substantially smaller parameter footprint and interpretable routing patterns.