As the title states, I'm trying to train a neural network using some unconventional input. I'm wondering if anyone has any experience or has read any papers that involve using a partially ordered set or alternatively a directed graph as an input for a neural network? Is there a way something like a directed graph can be effectively embedded as a vector? If so, I would greatly appreciate some guidance. Thanks
2026-03-26 14:19:01.1774534741
Using a poset or directed graph as input for a neural network.
72 Views Asked by Bumbble Comm https://math.techqa.club/user/bumbble-comm/detail At
1
There are 1 best solutions below
Related Questions in DYNAMICAL-SYSTEMS
- Stability of system of parameters $\kappa, \lambda$ when there is a zero eigenvalue
- Stability of stationary point $O(0,0)$ when eigenvalues are zero
- Determine $ \ a_{\max} \ $ and $ \ a_{\min} \ $ so that the above difference equation is well-defined.
- Question on designing a state observer for discrete time system
- How to analyze a dynamical system when $t\to\infty?$
- The system $x' = h(y), \space y' = ay + g(x)$ has no periodic solutions
- Existence of unique limit cycle for $r'=r(μ-r^2), \space θ' = ρ(r^2)$
- Including a time delay term for a differential equation
- Doubts in proof of topologically transitive + dense periodic points = Devaney Chaotic
- Condition for symmetric part of $A$ for $\|x(t)\|$ monotonically decreasing ($\dot{x} = Ax(t)$)
Related Questions in ORDER-THEORY
- Some doubt about minimal antichain cover of poset.
- Partially ordered sets that has maximal element but no last element
- Ordered set and minimal element
- Order relation proof ...
- Lexicographical covering of boolean poset
- Every linearly-ordered real-parametrized family of asymptotic classes is nowhere dense?
- Is there a name for this property on a binary relation?
- Is the forgetful functor from $\mathbf{Poset}$ to $\mathbf{Set}$ represented by the object 2?
- Comparing orders induced by euclidean function and divisibility in euclidean domain
- Embedding from Rational Numbers to Ordered Field is Order Preserving
Related Questions in MACHINE-LEARNING
- KL divergence between two multivariate Bernoulli distribution
- Can someone explain the calculus within this gradient descent function?
- Gaussian Processes Regression with multiple input frequencies
- Kernel functions for vectors in discrete spaces
- Estimate $P(A_1|A_2 \cup A_3 \cup A_4...)$, given $P(A_i|A_j)$
- Relationship between Training Neural Networks and Calculus of Variations
- How does maximum a posteriori estimation (MAP) differs from maximum likelihood estimation (MLE)
- To find the new weights of an error function by minimizing it
- How to calculate Vapnik-Chervonenkis dimension?
- maximize a posteriori
Related Questions in NEURAL-NETWORKS
- Retrain of a neural network
- Angular values for input to a neural network
- Smooth, differentiable loss function 'bounding' $[0,1]$
- How to show that a gradient is a sum of gradients?
- Approximation rates of Neural Networks
- How does using chain rule in backprogation algorithm works?
- Computing the derivative of a matrix-vector dot product
- Need to do an opposite operation to a dot product with non square matrices, cannot figure out how.
- Paradox of square error function and derivates in neural networks
- Momentum in gradient descent
Related Questions in DIRECTED-GRAPHS
- Graph Theory with Directed Graph and Dominance Order
- Prove that the subgraph is a complete directed graph
- Digraph with no even cycle
- How can one construct a directed expander graph with varying degree distributions (not d-regular)?
- Maximum number of edges in a DAG with special condition
- question about the min cut max flow theorm
- Remove cycles from digraph without losing information (aka howto 'dagify' a digraph)
- Planarity of a “cell graph”
- Strongly regular digraph
- A procedure for sampling paths in a directed acyclic graph
Trending Questions
- Induction on the number of equations
- How to convince a math teacher of this simple and obvious fact?
- Find $E[XY|Y+Z=1 ]$
- Refuting the Anti-Cantor Cranks
- What are imaginary numbers?
- Determine the adjoint of $\tilde Q(x)$ for $\tilde Q(x)u:=(Qu)(x)$ where $Q:U→L^2(Ω,ℝ^d$ is a Hilbert-Schmidt operator and $U$ is a Hilbert space
- Why does this innovative method of subtraction from a third grader always work?
- How do we know that the number $1$ is not equal to the number $-1$?
- What are the Implications of having VΩ as a model for a theory?
- Defining a Galois Field based on primitive element versus polynomial?
- Can't find the relationship between two columns of numbers. Please Help
- Is computer science a branch of mathematics?
- Is there a bijection of $\mathbb{R}^n$ with itself such that the forward map is connected but the inverse is not?
- Identification of a quadrilateral as a trapezoid, rectangle, or square
- Generator of inertia group in function field extension
Popular # Hahtags
second-order-logic
numerical-methods
puzzle
logic
probability
number-theory
winding-number
real-analysis
integration
calculus
complex-analysis
sequences-and-series
proof-writing
set-theory
functions
homotopy-theory
elementary-number-theory
ordinary-differential-equations
circles
derivatives
game-theory
definite-integrals
elementary-set-theory
limits
multivariable-calculus
geometry
algebraic-number-theory
proof-verification
partial-derivative
algebra-precalculus
Popular Questions
- What is the integral of 1/x?
- How many squares actually ARE in this picture? Is this a trick question with no right answer?
- Is a matrix multiplied with its transpose something special?
- What is the difference between independent and mutually exclusive events?
- Visually stunning math concepts which are easy to explain
- taylor series of $\ln(1+x)$?
- How to tell if a set of vectors spans a space?
- Calculus question taking derivative to find horizontal tangent line
- How to determine if a function is one-to-one?
- Determine if vectors are linearly independent
- What does it mean to have a determinant equal to zero?
- Is this Batman equation for real?
- How to find perpendicular vector to another vector?
- How to find mean and median from histogram
- How many sides does a circle have?
A bit late, but have you looked at Graph Neural Networks? The representation of each node is updated from its neighbours representations. The neighbours could be the parent of a node only for example. There is a lot to it, so it's hard to summarize. The library PyTorchGeometric is well written with good documentation.
After N layers of GNN you can aggregate all the nodes together to get a fixed size vector representation. Alternatively you can add a "god" node that connects to everything and then use the representation of that node subsequently.
Not sure if it answers your question, but I stumbled here when looking more into these specific topics.