3 papers
cs.AI2026
Joint Quantization and Dynamic Partitioning for Context-Aware Edge Vision Transformers
Zhu Jiaqi, Jain Prakriti, Katare Dewant +1
Deploying vision transformer models across connected and automated vehicles (CAVs) requires joint management of computation and Vehicle-to-Vehicle (V2V) communication. Static split…
cs.DC2026
Multi-Node Transformers for Object Detection and Captioning Across Distributed Edge Networks
Saurabh Kumar, Dewant Katare, Prakriti Jain
This paper presents a unified transformer-based framework for object detection and dense region captioning across distributed edge networks. The architecture uses a shared visual e…
cs.LG2026
A Unified Framework for License Plate Identification and Character-Recognition
Saurabh Kumar, Dewant Katare, Prakriti Jain
This paper presents a unified framework for license plate detection and character recognition on low-power edge hardware. The proposed network uses a shared CSP-Darknet and PANet f…