50 citations · 96 across the 16 of their papers we have counts for
3 papers · 1 filter
Transformer Semantic Genetic Programming for d-dimensional Symbolic Regression Problems
Philipp Anthes, Dominik Sobania, Franz Rothlauf
Transformer Semantic Genetic Programming (TSGP) is a semantic search approach that uses a pre-trained transformer model as a variation operator to generate offspring programs with…
Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop
Martin Briesch, Dominik Sobania, Franz Rothlauf
Large Language Models (LLM) are already widely used to generate content for a variety of online platforms. As we are not able to safely distinguish LLM-generated content from human…
The Randomness of Input Data Spaces is an A Priori Predictor for Generalization
Martin Briesch, Dominik Sobania, Franz Rothlauf
Over-parameterized models can perfectly learn various types of data distributions, however, generalization error is usually lower for real data in comparison to artificial data. Th…