Amit Kumar Padhy

University of Illinois Urbana-Champaign

Papers

1

Total Citations

6

H-Index

1

About

Amit Kumar Padhy is a leading researcher at the intersection of distributed systems and robotics, with a primary focus on scalable data infrastructure for large-scale machine learning. His most notable contribution is the development of RoboCache, a high-performance, fault-tolerant distributed key-value store explicitly engineered to manage petabyte-scale multimodal robot learning datasets. Unlike conventional cloud object stores, RoboCache efficiently serves diverse data types—including images, point clouds, proprioceptive signals, actions, and language annotations—enabling seamless versioning and low-latency access for training and evaluation. This work addresses a critical bottleneck in modern robotics: the storage and retrieval of massive, heterogeneous datasets. With 6 citations since its 2025 publication, RoboCache has already garnered attention for its practical impact on scaling robot learning pipelines. Padhy’s research bridges the gap between distributed systems design and real-world robotics challenges, offering a foundational tool for researchers aiming to build more capable, data-driven autonomous systems. His work exemplifies how thoughtful systems engineering can accelerate progress in AI and robotics.

Research Focus

Key Achievements

1
H-Index
1
Papers
6
Total Citations
6
Avg Citations/Paper
🏆 Most Cited Paper
RoboCache: A Distributed Key–Value Store for Petabyte–Scale Multimodal Robot Learning Datasets
6 citations · 2025
📈 Most Prolific Year: 2025 (1 Papers)
🤝 Key Collaborators: 5
🏛 Institutions: University of Illinois Urbana-Champaign

Top Papers

  1. 1

Key Collaborators

Contact & Links

Available for collaboration
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