Aryo Lotfi

According to our database, Aryo Lotfi authored at least 10 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning.

Ilia Mahrooghi, Aryo Lotfi, Emmanuel Abbe

CoRR, February, 2026

2025

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

CoRR, October, 2025

RL for Reasoning by Adaptively Revealing Rationales.

Mohammad Hossein Amani, Aryo Lotfi, Nicolas Mario Baldwin, Samy Bengio, Mehrdad Farajtabar, Emmanuel Abbe, Robert West

CoRR, June, 2025

2024

Visual Scratchpads: Enabling Global Reasoning in Vision.

Aryo Lotfi, Enrico Fini, Samy Bengio, Moin Nabi, Emmanuel Abbe

CoRR, 2024

How Far Can Transformers Reason? The Locality Barrier and Inductive Scratchpad.

Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi

CoRR, 2024

How Far Can Transformers Reason? The Globality Barrier and Inductive Scratchpad.

Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Colin Sandon, Omid Saremi

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs.

Emmanuel Abbe, Elisabetta Cornacchia, Aryo Lotfi

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Generalization on the Unseen, Logic Reasoning and Degree Curriculum.

Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk

Proceedings of the International Conference on Machine Learning, 2023

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

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Semi-Supervised Disentanglement of Class-Related and Class-Independent Factors in VAE.

Sina Hajimiri, Aryo Lotfi, Mahdieh Soleymani Baghshah

CoRR, 2021