Adaptive Graph-of-Islands Evolution for Automatic Feature Engineering with LLMs
cs.AI, cs.LG
Submitted: 2026-07-25
Updated: 2026-09-02
Code: https://github.com/codelion/openevolve
Terminology
Sources
- LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers
- Qwen3 Technical Report
- Qwen2.5-Coder Technical Report
- GPT-4o System Card
- FELA: A Multi-Agent Evolutionary System for Feature Engineering of Industrial Event Log Data
- FAMOSE: A ReAct Approach to Automated Feature Discovery
- Embedding Domain-Specific Knowledge from LLMs into the Feature Engineering Pipeline
- CodeEvolve: an open source evolutionary coding agent for algorithmic discovery and optimization
- AlphaEvolve: A coding agent for scientific and algorithmic discovery
- ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution
- HeurAgenix: Leveraging LLMs for Solving Complex Combinatorial Optimization Challenges
- MolEvolve: LLM-Guided Evolutionary Search for Interpretable Molecular Optimization
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