- author = "Robert Tjarko Lange and Yuki Imajuku and Edoardo Cetin",
- title = "{ShinkaEvolve}: Towards Open-Ended and Sample-Efficient Program Evolution",
- booktitle = "The Fourteenth International Conference on Learning Representations",
- year = "2026",
- editor = "Carl Vondrick",
- address = "Rio de Janeiro, Brazil",
- month = "23-25 " # apr,
- keywords = "genetic algorithms, genetic programming, genetic improvement, evolutionary strategies, Evolution, LLM, ANN, Scientific discovery, Hydra, ALE-Bench",
-
URL = "
https://openreview.net/forum?id=lKEdGCoDNC",
-
URL = "https://openreview.net/pdf?id=lKEdGCoDNC",
-
URL = "
https://www.egr.msu.edu/~goodman/HumiesEntries2026/Lange/Paper1.pdf",
-
supplementary_url = "https://openreview.net/attachment?id=lKEdGCoDNC&name=supplementary_material",
- size = "53 pages",
- abstract = "We introduce a new framework using LLMs to advance automated scientific discovery with State of the Art efficiency and significant results across engineering and scientific fields",
-
notes = "2026 HUMIES finalist, see also
\cite{Akiba:2025:ICFP}
ICLR 2026 https://iclr.cc/",
