Aryo Lotfi
Scholar

Aryo Lotfi

Google Scholar ID: M7_iyAgAAAAJ
Research Scientist at Apple
ReasoningMachine LearningDeep Learning
Citations & Impact
All-time
Citations
157
 
H-index
5
 
i10-index
5
 
Publications
7
 
Co-authors
7
list available
Resume (English only)
Academic Achievements
  • Papers published: 'To Infinity and Beyond: Tool-Use Unlocks Length Generalization in State Space Models' (with Eran Malach, Omid Saremi, Sinead Williamson, Arwen Bradley, Emmanuel Abbe, Josh Susskind, Etai Littwin); 'RL for Reasoning by Adaptively Revealing Rationales' (with Mohammad Hossein Amani, Nicolas Mario Baldwin, Samy Bengio, Mehrdad Farajtabar, Emmanuel Abbe, Robert West).
Research Experience
  • Currently a Research Scientist at Apple Machine Learning Research. During his PhD, he was supported by the Apple Scholars in AI/ML PhD fellowship and interned at Apple under Samy Bengio. Competed in math Olympiads, including the International Mathematical Olympiad (IMO), during high school.
Education
  • PhD in Computer Science from EPFL, advised by Emmanuel Abbe; BSc in Computer Engineering from Sharif University of Technology, Iran.
Background
  • Research interests include understanding and improving the reasoning capabilities of neural networks and large language models, exploring topics such as length generalization, chain-of-thought methodologies, curriculum learning, and reinforcement learning. Also interested in the theoretical aspects of machine learning.
Miscellany
  • Personal interests include participating in math Olympiads.