Machine Heart

Jul 13, 2026 · Artificial Intelligence

Breaking the Forgetting Barrier: CaRE Scales Continual Learning to 300+ Tasks

The paper introduces CaRE, a scalable continual‑learning framework that leverages a bi‑level routing mixture‑of‑experts to successfully train Vision Transformers on over 300 non‑overlapping tasks, outperforming existing baselines and accompanied by a new 1,000‑class benchmark, OmniBenchmark‑1K.