Dominik Sobania

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 39

Top Topics

Symbolic Regression

Training Set Size

Recent Developments

Top Venues

GECCO Companion

Publications

Louisa Schwarz, Dominik Sobania, Franz Rothlauf
On relevant features for the recurrence prediction of urothelial carcinoma of the bladder. Int. J. Medical Informatics 186 (2024)
Ryan Boldi, Ashley Bao, Martin Briesch, Thomas Helmuth, Dominik Sobania, Lee Spector, Alexander Lalejini
A Comprehensive Analysis of Down-sampling for Genetic Programming-based Program Synthesis. GECCO Companion (2024)
Martin Briesch, Ryan Boldi, Dominik Sobania, Alexander Lalejini, Thomas Helmuth, Franz Rothlauf, Charles Ofria, Lee Spector
Improving Lexicase Selection with Informed Down-Sampling. GECCO Companion (2024)
Alina Geiger, Dominik Sobania, Franz Rothlauf
Lexicase-based Selection Methods with Down-sampling for Symbolic Regression Problems: Overview and Benchmark. CoRR (2024)
Alina Geiger, Dominik Sobania, Franz Rothlauf
A Comprehensive Comparison of Lexicase-Based Selection Methods for Symbolic Regression Problems. EuroGP (2024)
Dominik Sobania, Martin Briesch, Philipp Röchner, Franz Rothlauf
MTGP: Combining Metamorphic Testing and Genetic Programming. CoRR (2023)
Martin Huschens, Martin Briesch, Dominik Sobania, Franz Rothlauf
Do You Trust ChatGPT? - Perceived Credibility of Human and AI-Generated Content. CoRR (2023)
Alexander E. I. Brownlee, James Callan, Karine Even-Mendoza, Alina Geiger, Carol Hanna, Justyna Petke, Federica Sarro, Dominik Sobania
Enhancing Genetic Improvement Mutations Using Large Language Models. SSBSE (2023)
Alina Geiger, Dominik Sobania, Franz Rothlauf
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems. CoRR (2023)
Ryan Boldi, Ashley Bao, Martin Briesch, Thomas Helmuth, Dominik Sobania, Lee Spector, Alexander Lalejini
The Problem Solving Benefits of Down-sampling Vary by Selection Scheme. GECCO Companion (2023)
Dominik Sobania, Martin Briesch, Carol Hanna, Justyna Petke
An Analysis of the Automatic Bug Fixing Performance of ChatGPT. APR@ICSE (2023)
Ryan Boldi, Ashley Bao, Martin Briesch, Thomas Helmuth, Dominik Sobania, Lee Spector, Alexander Lalejini
Analyzing the Interaction Between Down-Sampling and Selection. CoRR (2023)
Martin Briesch, Dominik Sobania, Franz Rothlauf
Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop. CoRR (2023)
Ryan Boldi, Martin Briesch, Dominik Sobania, Alexander Lalejini, Thomas Helmuth, Franz Rothlauf, Charles Ofria, Lee Spector
Informed Down-Sampled Lexicase Selection: Identifying productive training cases for efficient problem solving. CoRR (2023)
Dominik Sobania, Martin Briesch, Philipp Röchner, Franz Rothlauf
MTGP: Combining Metamorphic Testing and Genetic Programming. EuroGP (2023)
Dominik Sobania, Dirk Schweim, Franz Rothlauf
A Comprehensive Survey on Program Synthesis With Evolutionary Algorithms. IEEE Trans. Evol. Comput. 27 (1) (2023)
Dominik Sobania, Alina Geiger, James Callan, Alexander E. I. Brownlee, Carol Hanna, Rebecca Moussa, Mar Zamorano López, Justyna Petke, Federica Sarro
Evaluating Explanations for Software Patches Generated by Large Language Models. SSBSE (2023)
Alexander E. I. Brownlee, James Callan, Karine Even-Mendoza, Alina Geiger, Carol Hanna, Justyna Petke, Federica Sarro, Dominik Sobania
Enhancing Genetic Improvement Mutations Using Large Language Models. CoRR (2023)
Alina Geiger, Dominik Sobania, Franz Rothlauf
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems. GECCO (2023)
Martin Briesch, Dominik Sobania, Franz Rothlauf
On the Trade-Off between Population Size and Number of Generations in GP for Program Synthesis. GECCO Companion (2023)
Dominik Sobania, Martin Briesch, Carol Hanna, Justyna Petke
An Analysis of the Automatic Bug Fixing Performance of ChatGPT. CoRR (2023)
Dirk Schweim, Erik Hemberg, Dominik Sobania, Una-May O'Reilly
Exploiting Knowledge from Code to Guide Program Search. EuroGP (2022)
Dirk Schweim, Dominik Sobania, Franz Rothlauf
Effects of the Training Set Size: A Comparison of Standard and Down-Sampled Lexicase Selection in Program Synthesis. CEC (2022)
Dominik Sobania, Martin Briesch, Franz Rothlauf
Choose your programming copilot: a comparison of the program synthesis performance of github copilot and genetic programming. GECCO (2022)
Dominik Sobania, Franz Rothlauf
Program Synthesis with Genetic Programming: The Influence of Batch Sizes. EuroGP (2022)
Dominik Sobania, Jonas Schmitt, Harald Köstler, Franz Rothlauf
Genetic programming for iterative numerical methods. Genet. Program. Evolvable Mach. 23 (2) (2022)
Dominik Sobania, Dirk Schweim, Franz Rothlauf
Program synthesis with evolutionary algorithms: Status quo: hot off the press track (GECCO 2022). GECCO Companion (2022)
Dominik Sobania, Martin Briesch, David Wittenberg, Franz Rothlauf
Analyzing optimized constants in genetic programming on a real-world regression problem. GECCO Companion (2022)
Martin Briesch, Dominik Sobania, Franz Rothlauf
The Randomness of Input Data Spaces is an A Priori Predictor for Generalization. KI (2022)
Dirk Schweim, Erik Hemberg, Dominik Sobania, Una-May O'Reilly, Franz Rothlauf
Using knowledge of human-generated code to bias the search in program synthesis with grammatical evolution. GECCO Companion (2021)
Dominik Sobania, Dirk Schweim, Franz Rothlauf
Recent Developments in Program Synthesis with Evolutionary Algorithms. CoRR (2021)
Dominik Sobania, Martin Briesch, Franz Rothlauf
Choose Your Programming Copilot: A Comparison of the Program Synthesis Performance of GitHub Copilot and Genetic Programming. CoRR (2021)
Martin Briesch, Dominik Sobania, Franz Rothlauf
The Randomness of Input Data Spaces is an A Priori Predictor for Generalization. CoRR (2021)
Christian Olmscheid, David Wittenberg, Dominik Sobania, Franz Rothlauf
Improving estimation of distribution genetic programming with novelty initialization. GECCO Companion (2021)
Dominik Sobania, Franz Rothlauf
A generalizability measure for program synthesis with genetic programming. GECCO (2021)
Dominik Sobania
On the Generalizability of Programs Synthesized by Grammar-Guided Genetic Programming. EuroGP (2021)
Dominik Sobania, Franz Rothlauf
Challenges of Program Synthesis with Grammatical Evolution. EuroGP (2020)
Dominik Sobania, Franz Rothlauf
Teaching GP to program like a human software developer: using perplexity pressure to guide program synthesis approaches. GECCO (2019)
Dominik Sobania, Franz Rothlauf
CovSel: A new approach for ensemble selection applied to symbolic regression problems. GECCO (2018)