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🧠 NeurIPS2026 · 1 paper notes

📌 Same area in other venues: 📷 CVPR2026 (2) · 🔬 ICLR2026 (15) · 💬 ACL2026 (10) · 🧪 ICML2026 (8) · 🤖 AAAI2026 (4) · 🧠 NeurIPS2025 (6)

Open-Vocabulary Domain Unlearning

The paper extends visual-domain unlearning from failure on training classes to failure on classes absent from unlearning training, combining Fisher-masked visual-parameter updates with Targeted Manifold Scattering (TMS) to improve the forgetting–retention trade-off in few-shot CLIP classification, without establishing certified data deletion or guaranteed semantic preservation.