"higher-order interactions" Papers

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Beyond Node-Centric Modeling: Sketching Signed Networks with Simplicial Complexes

Wei Wu, Xuan Tan, Yan Peng et al.

NEURIPS 2025

Continuous Simplicial Neural Networks

Aref Einizade, Dorina Thanou, Fragkiskos Malliaros et al.

NEURIPS 2025arXiv:2503.12919
2
citations

DeepHalo: A Neural Choice Model with Controllable Context Effects

Shuhan Zhang, Zhi Wang, Rui Gao et al.

NEURIPS 2025oralarXiv:2601.04616

E(n) Equivariant Topological Neural Networks

Claudio Battiloro, Ege Karaismailoglu, Mauricio Tec et al.

ICLR 2025arXiv:2405.15429
20
citations

MANTRA: The Manifold Triangulations Assemblage

Rubén Ballester, Ernst Roell, Daniel Bin Schmid et al.

ICLR 2025arXiv:2410.02392
8
citations

Polynomial Composition Activations: Unleashing the Dynamics of Large Language Models

Zhijian Zhuo, Ya Wang, Yutao Zeng et al.

ICLR 2025arXiv:2411.03884
6
citations

Gaussian Processes on Cellular Complexes

Mathieu Alain, So Takao, Brooks Paige et al.

ICML 2024arXiv:2311.01198
20
citations

Higher-Order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes

Yiming Huang, Yujie Zeng, Qiang Wu et al.

AAAI 2024paperarXiv:2309.12971
29
citations

KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions

Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki et al.

ICML 2024