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UniTS, a unified framework for automated transition state generation that combines a diverse transition state dataset with equivariant diffusion learning to accelerate mechanistic exploration, is developed.
Wet age-related macular degeneration (wAMD), characterized by choroidal neovascularization (CNV), faces a clinical challenge of diminishing efficacy during long-term anti-VEGF monotherapy. An AI-assisted analytical framework pinpointed impaired retinal pigment epithelium (RPE) autophagy and a pro-inflammatory microenvi...
Experiments show that MKB achieves competitive scientific understanding across biological and molecular benchmarks, produces high-fidelity native outputs for weather forecasting, biological generation, and medical-image segmentation, and largely retains the general capabilities of its Qwen3-VL backbone.
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