Aryo Lotfi

14 papers A* 4Journal 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning.
CoRR
Ilia Mahrooghi, Aryo Lotfi, Emmanuel Abbe
2025 J jnl
RL for Reasoning by Adaptively Revealing Rationales.
CoRR
Mohammad Hossein Amani, Aryo Lotfi, Nicolas Mario Baldwin, Samy Bengio, Mehrdad Farajtabar, Emmanuel Abbe, Robert West
2025 J jnl
To Infinity and Beyond: Tool-Use Unlocks Length Generalization in State Space Models.
CoRR
Eran Malach, Omid Saremi, Sinead Williamson, Arwen Bradley, Aryo Lotfi, Emmanuel Abbe, Joshua M. Susskind, Etai Littwin
2024 J jnl
Generalization on the Unseen, Logic Reasoning and Degree Curriculum.
J. Mach. Learn. Res.
Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
2024 A* conf
How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad.
NeurIPS
Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi
2024 J jnl
How Far Can Transformers Reason? The Locality Barrier and Inductive Scratchpad.
CoRR
Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi
2024 J jnl
Visual Scratchpads: Enabling Global Reasoning in Vision.
CoRR
Aryo Lotfi, Enrico Fini, Samy Bengio, Moin Nabi, Emmanuel Abbe
2023 A* conf
Generalization on the Unseen, Logic Reasoning and Degree Curriculum.
ICML
Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
2023 J jnl
Generalization on the Unseen, Logic Reasoning and Degree Curriculum.
CoRR
Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk
2023 A* conf
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs.
NeurIPS
Emmanuel Abbe, Elisabetta Cornacchia, Aryo Lotfi
2023 J jnl
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs.
CoRR
Emmanuel Abbe, Elisabetta Cornacchia, Aryo Lotfi
2022 A* conf
Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures.
NeurIPS
Emmanuel Abbe, Samy Bengio, Elisabetta Cornacchia, Jon M. Kleinberg, Aryo Lotfi, Maithra Raghu, Chiyuan Zhang
2022 J jnl
Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures.
CoRR
Emmanuel Abbe, Samy Bengio, Elisabetta Cornacchia, Jon M. Kleinberg, Aryo Lotfi, Maithra Raghu, Chiyuan Zhang
2021 J jnl
Semi-Supervised Disentanglement of Class-Related and Class-Independent Factors in VAE.
CoRR
Sina Hajimiri, Aryo Lotfi, Mahdieh Soleymani Baghshah