Dominik Sobania

According to our database, Dominik Sobania authored at least 34 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

On relevant features for the recurrence prediction of urothelial carcinoma of the bladder.

Louisa Schwarz, Dominik Sobania, Franz Rothlauf

Int. J. Medical Informatics, 2024

Lexicase-based Selection Methods with Down-sampling for Symbolic Regression Problems: Overview and Benchmark.

Alina Geiger, Dominik Sobania, Franz Rothlauf

CoRR, 2024

Improving Lexicase Selection with Informed Down-Sampling.

Martin Briesch, Ryan Boldi, Dominik Sobania, Alexander Lalejini, Thomas Helmuth, Franz Rothlauf, Charles Ofria, Lee Spector

Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2024

A Comprehensive Analysis of Down-sampling for Genetic Programming-based Program Synthesis.

Ryan Boldi, Ashley Bao, Martin Briesch, Thomas Helmuth, Dominik Sobania, Lee Spector, Alexander Lalejini

Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2024

A Comprehensive Comparison of Lexicase-Based Selection Methods for Symbolic Regression Problems.

Alina Geiger, Dominik Sobania, Franz Rothlauf

Proceedings of the Genetic Programming - 27th European Conference, 2024

2023

A Comprehensive Survey on Program Synthesis With Evolutionary Algorithms.

Dominik Sobania, Dirk Schweim, Franz Rothlauf

IEEE Trans. Evol. Comput., February, 2023

Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop.

Martin Briesch, Dominik Sobania, Franz Rothlauf

CoRR, 2023

Do You Trust ChatGPT? - Perceived Credibility of Human and AI-Generated Content.

Martin Huschens, Martin Briesch, Dominik Sobania, Franz Rothlauf

CoRR, 2023

Analyzing the Interaction Between Down-Sampling and Selection.

Ryan Boldi, Ashley Bao, Martin Briesch, Thomas Helmuth, Dominik Sobania, Lee Spector, Alexander Lalejini

CoRR, 2023

Informed Down-Sampled Lexicase Selection: Identifying productive training cases for efficient problem solving.

Ryan Boldi, Martin Briesch, Dominik Sobania, Alexander Lalejini, Thomas Helmuth, Franz Rothlauf, Charles Ofria, Lee Spector

CoRR, 2023

Evaluating Explanations for Software Patches Generated by Large Language Models.

Dominik Sobania, Alina Geiger, James Callan, Alexander E. I. Brownlee, Carol Hanna, Rebecca Moussa, Mar Zamorano López, Justyna Petke, Federica Sarro

Proceedings of the Search-Based Software Engineering - 15th International Symposium, 2023

Enhancing Genetic Improvement Mutations Using Large Language Models.

Alexander E. I. Brownlee, James Callan, Karine Even-Mendoza, Alina Geiger, Carol Hanna, Justyna Petke, Federica Sarro, Dominik Sobania

Proceedings of the Search-Based Software Engineering - 15th International Symposium, 2023

An Analysis of the Automatic Bug Fixing Performance of ChatGPT.

Dominik Sobania, Martin Briesch, Carol Hanna, Justyna Petke

Proceedings of the IEEE/ACM International Workshop on Automated Program Repair, 2023

Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems.

Alina Geiger, Dominik Sobania, Franz Rothlauf

Proceedings of the Genetic and Evolutionary Computation Conference, 2023

On the Trade-Off between Population Size and Number of Generations in GP for Program Synthesis.

Martin Briesch, Dominik Sobania, Franz Rothlauf

Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

The Problem Solving Benefits of Down-sampling Vary by Selection Scheme.

Ryan Boldi, Ashley Bao, Martin Briesch, Thomas Helmuth, Dominik Sobania, Lee Spector, Alexander Lalejini

Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

MTGP: Combining Metamorphic Testing and Genetic Programming.

Dominik Sobania, Martin Briesch, Philipp Röchner, Franz Rothlauf

Proceedings of the Genetic Programming - 26th European Conference, 2023

2022

On the structure and generalizability of programs synthesized by genetic programming.

Dominik Sobania

PhD thesis, 2022

Genetic programming for iterative numerical methods.

Dominik Sobania, Jonas Schmitt, Harald Köstler, Franz Rothlauf

Genet. Program. Evolvable Mach., 2022

The Randomness of Input Data Spaces is an A Priori Predictor for Generalization.

Martin Briesch, Dominik Sobania, Franz Rothlauf

Proceedings of the KI 2022: Advances in Artificial Intelligence, 2022

Program synthesis with evolutionary algorithms: Status quo: hot off the press track (GECCO 2022).

Dominik Sobania, Dirk Schweim, Franz Rothlauf

Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

Analyzing optimized constants in genetic programming on a real-world regression problem.

Dominik Sobania, Martin Briesch, David Wittenberg, Franz Rothlauf

Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

Choose your programming copilot: a comparison of the program synthesis performance of github copilot and genetic programming.

Dominik Sobania, Martin Briesch, Franz Rothlauf

Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Boston, Massachusetts, USA, July 9, 2022

Program Synthesis with Genetic Programming: The Influence of Batch Sizes.

Dominik Sobania, Franz Rothlauf

Proceedings of the Genetic Programming - 25th European Conference, 2022

Exploiting Knowledge from Code to Guide Program Search.

Dirk Schweim, Erik Hemberg, Dominik Sobania, Una-May O'Reilly

Proceedings of the Genetic Programming - 25th European Conference, 2022

Effects of the Training Set Size: A Comparison of Standard and Down-Sampled Lexicase Selection in Program Synthesis.

Dirk Schweim, Dominik Sobania, Franz Rothlauf

Proceedings of the IEEE Congress on Evolutionary Computation, 2022

2021

Recent Developments in Program Synthesis with Evolutionary Algorithms.

Dominik Sobania, Dirk Schweim, Franz Rothlauf

CoRR, 2021

A generalizability measure for program synthesis with genetic programming.

Dominik Sobania, Franz Rothlauf

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Using knowledge of human-generated code to bias the search in program synthesis with grammatical evolution.

Dirk Schweim, Erik Hemberg, Dominik Sobania, Una-May O'Reilly, Franz Rothlauf

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Improving estimation of distribution genetic programming with novelty initialization.

Christian Olmscheid, David Wittenberg, Dominik Sobania, Franz Rothlauf

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

On the Generalizability of Programs Synthesized by Grammar-Guided Genetic Programming.

Dominik Sobania

Proceedings of the Genetic Programming - 24th European Conference, 2021

2020

Challenges of Program Synthesis with Grammatical Evolution.

Dominik Sobania, Franz Rothlauf

Proceedings of the Genetic Programming - 23rd European Conference, 2020

2019

Teaching GP to program like a human software developer: using perplexity pressure to guide program synthesis approaches.

Dominik Sobania, Franz Rothlauf

Proceedings of the Genetic and Evolutionary Computation Conference, 2019

2018

CovSel: A new approach for ensemble selection applied to symbolic regression problems.

Dominik Sobania, Franz Rothlauf

Proceedings of the Genetic and Evolutionary Computation Conference, 2018