Outcome-Based RL Provably Leads Transformers to Reason, but Only With the Right Data
Preprint
Hello! I'm currently a second-year PhD student at Tel Aviv University, working under the guidance ofProf. Nadav Cohen.
My passion lies in the theoretical exploration of fundamental principles underlying deep learning models.
Beyond academics, I enjoy meditation 🧘♂️, boxing 🥊, and experimenting with mixology 🍸.
Short Bio
2024 - Present
2022 - 2024
2018 - 2021
B.Sc. in Mathematics
Technion – Israel Institute of Technology
Participated in the Technion's excellence program (Rothschild program)
Publications
Provable Benefits of Complex Parameterizations for Structured State Space Models
NeurIPS 2024
Mamba Knockout for Unraveling Factual Information Flow
* Equal contribution
ACL 2025 (SAC Highlight - top ~5%)
Do Neural Networks Need Gradient Descent to Generalize? A Theoretical Study
NeurIPS 2025
A Generative AI-Empowered Digital Tutor for Higher Education Courses
Hila Reicher,Yarden Frenkel,Maor Juliet Lavi,Rami Nasser,Yuval Ran-Milo,Ron Sheinin,Mark Shtaif,Tova Milo
Information 2025