✏️ Knowledge Editing

📷 CVPR2025 · 1 paper notes

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

MoKus: Leveraging Cross-Modal Knowledge Transfer for Knowledge-Aware Concept Customization

Proposes the MoKus framework, discovering and utilizing the "cross-modal knowledge transfer" phenomenon—where updating knowledge in an LLM text encoder propagates automatically to the visual generation end—to achieve knowledge-aware concept customization. It features a two-stage design: first learning a visual anchor representation, and then binding textual knowledge in seconds.