EqC framework enables self-aware lifelong robot learning, 0% to 100% autonomy on folding

An arXiv paper by Runhan Huang et al. proposes Equilibrium Energy Control (EqC), a self-reflective lifelong learning control framework that took robots from 0% to 100% autonomous success on folding tasks; Chris Paxton spotlighted it at a conference.

2026-11-12 ~ 2026-11-13 · 2 related posts

• EqC paper: introspective robot policies that know when to ask for help — du_yilun · 2026-11-12
• Spotlight paper EqC: Equilibrium Energy Control for introspective lifelong robot learning — chris_j_paxton · 2026-11-13