Machine Learning Without Data: Training Small Expert Agents With Minimal Examples - Keynote. - Jacek Golebiowski; Maciej Gryka; Vineeth Reddy Guda; Gabi Kadlecová; Bartek Kruszczynski; Selim Nowicki; Jonas Verschueren; Usman Zafar (SmaLLEXT@CIKM, 2025)