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.· IEEE Transactions on Pattern...· 0 citations
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.· Journal of Chemical Informat...· 0 citations
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...