Lotfi, Aryo

7 publications

ICLR 2026 RL for Reasoning by Adaptively Revealing Rationales Mohammad Hossein Amani, Aryo Lotfi, Nicolas Baldwin, Samy Bengio, Mehrdad Farajtabar, Emmanuel Abbe, Robert West

ICLR 2026 To Infinity and Beyond: Tool-Use Unlocks Length Generalization in State Space Models Eran Malach, Omid Saremi, Sinead Williamson, Arwen Bradley, Aryo Lotfi, Emmanuel Abbe, Joshua M. Susskind, Etai Littwin

JMLR 2024 Generalization on the Unseen, Logic Reasoning and Degree Curriculum Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk

NeurIPS 2024 How Far Can Transformers Reason? the Globality Barrier and Inductive Scratchpad Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi

ICML 2023 Generalization on the Unseen, Logic Reasoning and Degree Curriculum Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk

NeurIPS 2023 Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs Emmanuel Abbe, Elisabetta Cornacchia, Aryo Lotfi

NeurIPS 2022 Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures Emmanuel Abbe, Samy Bengio, Elisabetta Cornacchia, Jon M. Kleinberg, Aryo Lotfi, Maithra Raghu, Chiyuan Zhang