Concept
Algorithme récursif
Publications associées (120)
Acceleration of graph pattern mining and applications to financial crime
Various forms of real-world data, such as social, financial, and biological networks, can berepresented using graphs. An efficient method of analysing this type of data is to extractsubgraph patterns, such as cliques, cycles, and motifs, from graphs. For i ...
EPFL2023Maximum Independent Set: Self-Training through Dynamic Programming
Volkan Cevher, Grigorios Chrysos, Efstratios Panteleimon Skoulakis
This work presents a graph neural network (GNN) framework for solving the maximum independent set (MIS) problem, inspired by dynamic programming (DP). Specifically, given a graph, we propose a DP-like recursive algorithm based on GNNs that firstly construc ...
2023Functional Tucker Approximation Using Chebyshev Interpolation
Daniel Kressner, Christoph Max Strössner
This work is concerned with approximating a trivariate function defined on a tensor-product domain via function evaluations. Combining tensorized Chebyshev interpolation with a Tucker decomposition of low multilinear rank yields function approximations tha ...
SIAM PUBLICATIONS2021Recursive evaluation and iterative contraction of N-body equivariant features
Michele Ceriotti, Sergey Pozdnyakov, Jigyasa Nigam
Mapping an atomistic configuration to a symmetrized N-point correlation of a field associated with the atomic positions (e.g., an atomic density) has emerged as an elegant and effective solution to represent structures as the input of machine-learning algo ...
2020