Lev Telyatnikov

Orcid: 0009-0008-0922-8032

According to our database1, Lev Telyatnikov authored at least 12 papers between 2023 and 2025.

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Bibliography

2025
HOPSE: Scalable Higher-Order Positional and Structural Encoder for Combinatorial Representations.
CoRR, May, 2025

Deep learning with structured data: topology inference and higher-order modeling.
PhD thesis, 2025

Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design.
Trans. Mach. Learn. Res., 2025

2024
Topological Deep Learning with State-Space Models: A Mamba Approach for Simplicial Complexes.
CoRR, 2024

ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain.
CoRR, 2024

TopoBenchmarkX: A Framework for Benchmarking Topological Deep Learning.
CoRR, 2024

TopoX: A Suite of Python Packages for Machine Learning on Topological Domains.
CoRR, 2024

From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module.
Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023
Topological Graph Signal Compression.
CoRR, 2023


Topological Network Traffic Compression.
Proceedings of the 2nd on Graph Neural Networking Workshop 2023, 2023

EGG-GAE: scalable graph neural networks for tabular data imputation.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023


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