🔒 LLM Safety

🎞️ ECCV2024 · 1 paper notes

📌 Same area in other venues: 📷 CVPR2026 (12) · 🔬 ICLR2026 (185) · 💬 ACL2026 (115) · 🤖 AAAI2026 (41) · 🧠 NeurIPS2025 (81) · 📹 ICCV2025 (10)

MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment

Proposes the MAGR method, which utilizes a manifold alignment projector and an Intra-Inter-Joint graph regularizer to address the misalignment between old and current feature manifolds caused by feature replay in Continual Action Quality Assessment (CAQA), significantly outperforming existing baselines across four datasets.