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Equation 9 · Part 3 · How AI for Science and Medicine Actually Works

Symbol h_v^(k)

hv(k+1)=ϕ(hv(k),⨁u∈N(v)ψ(hv(k),hu(k),euv)),h_v^{(k+1)} = \phi\left(h_v^{(k)}, \bigoplus_{u \in \mathcal{N}(v)} \psi\left(h_v^{(k)}, h_u^{(k)}, e_{uv}\right)\right),
hv(k)h_v^{(k)}

What this part means

h_v^(k) is an input to the expression that computes the quantity on the left.

Its job in the formula

h_v^(k) is an input to the expression that computes the quantity on the left.

The passage around this formula

…a decoder then reads the updated mesh back out to the original grid to produce the forecast. In general form, a message-passing update for a node v with neighbours N(v)\mathcal{N}(v) looks like hv(k+1)=ϕ(hv(k),⨁u∈N(v)ψ(hv(k),hu(k),euv))h_v^{(k+1)} = \phi\left(h_v^{(k)}, \bigoplus_{u \in \mathcal{N}(v)} \psi\left(h_v^{(k)}, h_u^{(k)}, e_{uv}\right)\right). where hv(k)h_v^{(k)} is node v ’s representation after k rounds of message passing, euve_{uv} is the edge connecting it to neighbour u , and ψ\psi and ϕ\phi are learned functions — the same general operation GNoME’s crystal-graph network applies to atoms and bonds, applied here to points on a sphere and the…

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Learn the underlying idea

A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.

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Sources cited in the surrounding passage

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