Miryoosefi, Sobhan

9 publications

ICLR 2025 Efficient Stagewise Pretraining via Progressive Subnetworks Abhishek Panigrahi, Nikunj Saunshi, Kaifeng Lyu, Sobhan Miryoosefi, Sashank J. Reddi, Satyen Kale, Sanjiv Kumar

NeurIPS 2024 On the Inductive Bias of Stacking Towards Improving Reasoning Nikunj Saunshi, Stefani Karp, Shankar Krishnan, Sobhan Miryoosefi, Sashank J. Reddi, Sanjiv Kumar

ICLRW 2024 REST Meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent Renat Aksitov, Sobhan Miryoosefi, Zonglin Li, Daliang Li, Sheila Babayan, Kavya Kopparapu, Zachary Fisher, Ruiqi Guo, Sushant Prakash, Pranesh Srinivasan, Manzil Zaheer, Felix Yu, Sanjiv Kumar

ICML 2023 Efficient Training of Language Models Using Few-Shot Learning Sashank J. Reddi, Sobhan Miryoosefi, Stefani Karp, Shankar Krishnan, Satyen Kale, Seungyeon Kim, Sanjiv Kumar

ICML 2022 A Simple Reward-Free Approach to Constrained Reinforcement Learning Sobhan Miryoosefi, Chi Jin

ICML 2022 Provable Reinforcement Learning with a Short-Term Memory Yonathan Efroni, Chi Jin, Akshay Krishnamurthy, Sobhan Miryoosefi

NeurIPS 2021 Bellman Eluder Dimension: New Rich Classes of RL Problems, and Sample-Efficient Algorithms Chi Jin, Qinghua Liu, Sobhan Miryoosefi

NeurIPS 2020 Constrained Episodic Reinforcement Learning in Concave-Convex and Knapsack Settings Kianté Brantley, Miro Dudik, Thodoris Lykouris, Sobhan Miryoosefi, Max Simchowitz, Aleksandrs Slivkins, Wen Sun

NeurIPS 2019 Reinforcement Learning with Convex Constraints Sobhan Miryoosefi, Kianté Brantley, Hal Daume Iii, Miro Dudik, Robert E. Schapire