TANGO: re-thinking quantization for graph neural network training on GPUs

S Chen, D Zheng, C Ding, C Huan, Y Ji… - Proceedings of the …, 2023 - dl.acm.org
Graph learning is becoming increasingly popular due to its superior performance in tackling
many grand challenges. While quantization is widely used to accelerate Graph Neural …

Towards establishing a research lineage via identification of significant citations

T Ghosal, P Tiwary, R Patton, C Stahl - Quantitative Science Studies, 2021 - direct.mit.edu
Finding the lineage of a research topic is crucial for understanding the prior state of the art
and advancing scientific displacement. The deluge of scholarly articles makes it difficult to …

Unleashing the low-precision computation potential of tensor cores on gpus

G Li, J Xue, L Liu, X Wang, X Ma… - 2021 IEEE/ACM …, 2021 - ieeexplore.ieee.org
Tensor-specialized hardware for supporting low-precision arithmetic has become an
inevitable trend due to the ever-increasing demand on computational capability and energy …

TS-SHES: Terrain segmentation in complex-valued PolSAR images via scattering harmonization and explicit supervision

X Zeng, Z Wang, K Feng, X Gao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Convolutional neural network (CNN) has attracted extensive attention in the research field of
polarimetric synthetic aperture radar (PolSAR) terrain segmentation. However, directly using …

TrainBF: High-Performance DNN Training Engine Using BFloat16 on AI Accelerators

Z Xie, S Raskar, M Emani, V Vishwanath - European Conference on …, 2023 - Springer
Training deep neural networks (DNNs) with half-precision floating-point formats is widely
supported on recent hardware and frameworks. However, current training approaches using …

A high performance architecture for object detection in drones

I Kwnsantinos Galanakis, A Milidonis… - Proceedings of the 25th …, 2021 - dl.acm.org
Nowadays the use of drones in daily life is becoming more and more frequent. One
important service of drones is object detection which is used in surveillance and search-and …