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Author

Yu Wu

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Aug 2026

ROBIN++: Unified Copyright Protection and Tamper Localization for Diffusion Models Via Dual-Domain Synergistic Watermarking.

ROBIN++ is proposed, a paradigm that shifts from single-domain entanglement to a Dual-Domain Synergistic design, to explicitly decouple robustness and fragility during injection by assigning them to distinct domains, while re-coupling them for mutual reinforcement during verification.

Huayang Huang, Siqi Zeng, Qian Wang et al. · 0 citations
Open access Jul 2026

RetroMPA: A Molecular Property-Aware Auxiliary Framework for Enhancing Retrosynthesis Prediction

These syntheses confirmed viable, previously unreported substrate combinations for established, classic reaction paradigms─specifically, the Suzuki-Miyaura coupling, the Bucherer reaction, and the Friedel-Crafts acylation, thereby suggesting that RetroMPA can operate beyond mere data fitting.

Mianzhi Liu, Fan Xiao, Zhi-Qiang Yu et al. · 0 citations
Jun 2026

SIFT: Self-Imagination Fine-Tuning for Physically Plausible Motion in Video Diffusion Models

Recent advances in video diffusion models have greatly improved visual fidelity, yet their generated motions often violate physical plausibility. We observe a common kinematic failure,"motion entanglement", the unintended coupling of independent motion sources, such as camera movement and object motion. We identify tha...

Ruoyu Wang, Jialun Liu, Huayang Huang et al. · 1 citation

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