概括
分支施罗丁格桥匹配 (BranchSBM) 能够使生成模型从单一来源捕获不同的路径. 这种新的框架对于在各种科学应用中建模复杂的多模式转型至关重要.
科学领域:
- 生成式建模生成式建模
- 计算生物学是一种计算生物学.
- 机器学习 机器学习
背景情况:
- 预测分布之间的轨迹是生成模型的关键.
- 目前的流量匹配和施罗丁格桥匹配等方法仅限于单模过渡.
- 他们不能模拟从一个共同的起源到多种不同的模式的分支或分歧的进化.
研究的目的:
- 介绍分支的施罗丁格桥匹配 (BranchSBM) 来学习分支的施罗丁格桥.
- 允许在多个终端分布中代表人口水平分歧.
- 解决捕捉多模式转型现有方法的局限性.
主要方法:
- 参数化多个依赖时间的速度场.
- 结合多个依赖时间的增长过程.
- 开发一个新的框架来学习分支的施罗丁格桥梁.
主要成果:
- 分支SBM表现出比现有方法更大的表达力.
- 成功模拟了多路径表面导航.
- 有效地模拟细胞命运分叉和分离的细胞反应.
结论:
- 在需要模拟不同轨迹的任务中,BranchSBM是必不可少的.
- 该框架推进了复杂生物系统的生成建模能力.
- 能够更准确地模拟分支进化过程.
相关概念视频
Hybridization of Atomic Orbitals I
68.9K
The mathematical expression known as the wave function, ψ, contains information about each orbital and the wavelike properties of electrons in an isolated atom. When atoms are bound together in a molecule, the wave functions combine to produce new mathematical descriptions that have different shapes. This process of combining the wave functions for atomic orbitals is called hybridization and is mathematically accomplished by the linear combination of atomic orbitals. The new orbitals that...
68.9K
Hybridization of Atomic Orbitals II
50.0K
sp3d and sp3d 2 Hybridization
50.0K
¹H NMR: Complex Splitting
2.1K
A proton M that is coupled to a proton X results in doublet signals for M. However, NMR-active nuclei can be simultaneously coupled to more than one nonequivalent nucleus. When M is coupled to a second proton A, such as in styrene oxide, each peak in the doublet is split into another doublet.
Splitting diagrams or splitting tree diagrams are routinely used to depict such complex couplings. While drawing splitting diagrams, the splitting with the larger coupling constant is usually applied...
Splitting diagrams or splitting tree diagrams are routinely used to depict such complex couplings. While drawing splitting diagrams, the splitting with the larger coupling constant is usually applied...
2.1K
Spin–Spin Coupling: Two-Bond Coupling (Geminal Coupling)
1.9K
Two NMR-active nuclei bonded to a central atom can be involved in geminal or two-bond coupling. Geminal coupling is commonly seen between diastereotopic protons in chiral molecules and unsymmetrical alkenes, among others.
The central atom need not be NMR-active because its electrons are affected by the electron polarization of the spin-active atoms. However, spin information is transmitted less effectively than in one-bond coupling, and 2J values are usually weaker than 1J values. The energy of...
The central atom need not be NMR-active because its electrons are affected by the electron polarization of the spin-active atoms. However, spin information is transmitted less effectively than in one-bond coupling, and 2J values are usually weaker than 1J values. The energy of...
1.9K
Spin–Spin Coupling: Three-Bond Coupling (Vicinal Coupling)
1.6K
Vicinal or three-bond coupling is commonly observed between protons attached to adjacent carbons. Here, nuclear spin information is primarily transferred via electron spin interactions between adjacent C‑H bond orbitals. This generally favors the antiparallel arrangement of spins, so 3J values are usually positive.
The extent of coupling depends on the C‑C bond length, the two H‑C‑C angles, any electron-withdrawing substituents, and the dihedral angle between the involved orbitals. The...
The extent of coupling depends on the C‑C bond length, the two H‑C‑C angles, any electron-withdrawing substituents, and the dihedral angle between the involved orbitals. The...
1.6K
Valence Bond Theory and Hybridized Orbitals
32.3K
According to valence bond theory, a covalent bond results when: (1) an orbital on one atom overlaps an orbital on a second atom, and (2) the single electrons in each orbital combine to form an electron pair. The strength of a covalent bond depends on the extent of overlap of the orbitals involved. Maximum overlap is possible when the orbitals overlap on a direct line between the two nuclei.
A σ bond (single bond in a Lewis structure) is a covalent bond in which the electron density is...
A σ bond (single bond in a Lewis structure) is a covalent bond in which the electron density is...
32.3K


