Piotr Wyrwinski

dblp:275/0925 · DBLP profile ↗
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1ranked-venue papers
1as first author
1since 2021 · last 2025
—ORCID · none

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 1 · 1 first-author · 1 since 2021Graphics, computer vision, multimedia, augmented reality and games · 1 · 1 first-author · 1 since 2021

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
1 paper
Knowledge representation and reasoning · 44% Planning, search and constraint satisfaction · 44% Optimization for machine learning · 13%

Topics — the 3 heaviest of 3, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Knowledge, reasoning and agents › Planning, search and constraint satisfaction
graph search
0.912025
Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) · AAAI 2025
Knowledge, reasoning and agents › Knowledge representation and reasoning
symbolic regression
0.912025
Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) · AAAI 2025
Machine learning › Optimization for machine learning
evolutionary computation
0.312025
Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) · AAAI 2025

Methods — techniques the papers use, named apart from their topics

graph neural network · 0.9evolutionary algorithm · 0.9
YearPublicationVenuePosition
2025 Neuro-Guided Graph Search for Symbolic Regression (Student Abstract)
abstract
This study introduces a neurosymbolic approach that performs iterative graph expansion guided by a graph neural network to solve symbolic regression problems. Empirical evaluation demonstrates superior performance of the method compared to baseline algorithms. We also integrate the method with an evolutionary algorithm, which results in further performance improvements.
Piotr Wyrwinski, Krzysztof Krawiec
AAAI1