Understanding the Limits of Conventional Hardware Architectures for Deep-Learning. - Michael Davies; Adam Labiosa; Karthikeyan Sankaralingam (CoRR, 2021)

Guided Data Augmentation for Offline Reinforcement Learning and Imitation Learning. - Nicholas E. Corrado; Yuxiao Qu; John U. Balis; Adam Labiosa; Josiah P. Hanna (RLJ, 2024)

Reinforcement Learning Within the Classical Robotics Stack: A Case Study in Robot Soccer. - Adam Labiosa; Zhihan Wang; Siddhant Agarwal; William Cong; Geethika Hemkumar; Abhinav Narayan Harish; Benjamin Hong; Josh Kelle; Chen Li; Yuhao Li; Zisen Shao; Peter Stone 001; et al. (CoRR, 2024)

Multi-Robot Collaboration through Reinforcement Learning and Abstract Simulation. - Adam Labiosa; Josiah P. Hanna (CoRR, 2025)