Symbolic Autoencoding for Self-Supervised Sequence Learning. - Mohammad Hossein Amani; Nicolas Mario Baldwin; Amin Mansouri; Martin Josifoski; Maxime Peyrard; Robert West 001 (CoRR, 2024)

RL for Reasoning by Adaptively Revealing Rationales. - Mohammad Hossein Amani; Aryo Lotfi; Nicolas Mario Baldwin; Samy Bengio; Mehrdad Farajtabar; Emmanuel Abbe; Robert West 001 (CoRR, 2025)

AI Research Agents for Machine Learning: Search, Exploration, and Generalization in MLE-bench. - Edan Toledo; Karen Hambardzumyan; Martin Josifoski; Rishi Hazra; Nicolas Mario Baldwin; Alexis Audran-Reiss; Michael Kuchnik; Despoina Magka; Minqi Jiang; Alisia Maria Lupidi; Andrei Lupu; Roberta Raileanu; et al. (CoRR, 2025)

TRPrompt: Bootstrapping Query-Aware Prompt Optimization from Textual Rewards. - Andreea Nica; Ivan Zakazov; Nicolas Mario Baldwin; Saibo Geng; Robert West 001 (CoRR, 2025)