← Search

Kirill Brilliantov

4 accepted papers

2024

Applying language models to algebraic topology: generating simplicial cycles using multi-labeling in Wu's formula

ICML 2024poster

Computing homotopy groups of spheres has long been a fundamental objective in algebraic topology. Various theoretical and algorithmic approaches have been developed to tackle this problem. In this paper we take a step towards the goal of comprehending the group-theoretic structure of the generators…

2024

Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond

NeurIPS 2024poster

Heterogeneity, e.g., due to different types of layers or multiple sub-models, poses key challenges in analyzing the generalization behavior of several modern architectures. For instance, descriptors based on Persistent Homology (PH) are being increasingly integrated into Graph Neural Networks (GNNs)…

2024

Parameterization of (Partial) Maximum Satisfiability above Matching in a Variable-Clause Graph

AAAI 2024technical

In the paper, we study the Maximum Satisfiability and the Partial Maximum Satisfiability problems. Using Gallai–Edmonds decomposition, we significantly improve the upper bound for the Maximum Satisfiability problem parameterized above maximum matching in the variable-clause graph. Our algorithm oper…

Cited by 0SourcePDFScholar
2023

Improved Algorithms for Maximum Satisfiability and Its Special Cases

AAAI 2023technical

The Maximum Satisfiability (MAXSAT) problem is an optimization version of the Satisfiability problem (SAT) in which one is given a CNF formula with n variables and needs to find the maximum number of simultaneously satisfiable clauses. Recent works achieved significant progress in proving new upper…

Cited by 7SourcePDFScholar