Energy-Efficient Hardware for Language Guided Reinforcement Learning. - Aidin Shiri; Arnab Neelim Mazumder; Bharat Prakash; Nitheesh Kumar Manjunath; Houman Homayoun; Avesta Sasan; Nicholas R. Waytowich; Tinoosh Mohsenin (ACM Great Lakes Symposium on VLSI, 2020)

End-to-end Scalable and Low Power Multi-modal CNN for Respiratory-related Symptoms Detection. - Haoran Ren; Arnab Neelim Mazumder; Hasib-Al Rashid; Vandana Chandrareddy; Aidin Shiri; Nitheesh Kumar Manjunath; Tinoosh Mohsenin (SoCC, 2020)

An Energy-Efficient Hardware Accelerator for Hierarchical Deep Reinforcement Learning. - Aidin Shiri; Bharat Prakash; Arnab Neelim Mazumder; Nicholas R. Waytowich; Tim Oates 001; Tinoosh Mohsenin (AICAS, 2021)

An Energy Efficient EdgeAI Autoencoder Accelerator for Reinforcement Learning. - Nitheesh Kumar Manjunath; Aidin Shiri; Morteza Hosseini; Bharat Prakash; Nicholas R. Waytowich; Tinoosh Mohsenin (IEEE Open J. Circuits Syst., 2021)

An Optimization Framework for Efficient Vision-Based Autonomous Drone Navigation. - Mozhgan Navardi; Aidin Shiri; Edward Humes; Nicholas R. Waytowich; Tinoosh Mohsenin (AICAS, 2022)

A Hardware Accelerator for Language-Guided Reinforcement Learning. - Aidin Shiri; Arnab Neelim Mazumder; Bharat Prakash; Houman Homayoun; Nicholas R. Waytowich; Tinoosh Mohsenin (IEEE Des. Test, 2022)

Efficient Language-Guided Reinforcement Learning for Resource-Constrained Autonomous Systems. - Aidin Shiri; Mozhgan Navardi; Tejaswini Manjunath; Nicholas R. Waytowich; Tinoosh Mohsenin (IEEE Micro, 2022)

E2HRL: An Energy-efficient Hardware Accelerator for Hierarchical Deep Reinforcement Learning. - Aidin Shiri; Uttej Kallakuri; Hasib-Al Rashid; Bharat Prakash; Nicholas R. Waytowich; Tim Oates 001; Tinoosh Mohsenin (ACM Trans. Design Autom. Electr. Syst., 2022)

Simple is Better and Large is Not Enough: Towards Ensembling of Foundational Language Models. - Nancy Tyagi; Aidin Shiri; Surjodeep Sarkar; Abhishek Kumar Umrawal; Manas Gaur (CoRR, 2023)

L3 Ensembles: Lifelong Learning Approach for Ensemble of Foundational Language Models✱. - Aidin Shiri; Kaushik Roy 009; Amit P. Sheth; Manas Gaur (COMAD/CODS, 2024)