2 papers
cs.AR2026
FINN-Tro: Exploiting Verification Gaps in Dataflow Inference Accelerators
Qazi Arbab Ahmed, Suraj Karki, Thorsten Jungeblut
The growing adoption of dataflow accelerators for neural network inference introduces new attack surfaces that existing verification methodologies fail to address. Inference ac- ce…
cs.AR2026
No Attention, No Problem: DPU-Aware Attention Approximation in Modern YOLO on FPGA
Suraj Karki, Qazi Arbab Ahmed, Thorsten Jungeblut
Edge-based Artificial Intelligence (AI) acceleration has recently improved progress in real-time object detection. Object detection on edge devices requires a balance between accur…