12 citations · 15 across the 2 of their papers we have counts for
3 papers
cs.DC2024★ 3 cited
D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks
Rustam Guliyev, Aparajita Haldar, Hakan Ferhatosmanoglu
Graph Neural Network (GNN) models on streaming graphs entail algorithmic challenges to continuously capture its dynamic state, as well as systems challenges to optimize latency, me…
cs.LG2023★ 12 cited
Low-bit Quantization for Deep Graph Neural Networks with Smoothness-aware Message Propagation
Shuang Wang, Bahaeddin Eravci, Rustam Guliyev +1
Graph Neural Network (GNN) training and inference involve significant challenges of scalability with respect to both model sizes and number of layers, resulting in degradation of e…
astro-ph.EP2018
Distribution specificities of long-period comets' perihelia. Hypothesis of the large planetary body on the periphery of the Solar System
Ayyub Guliyev, Rustam Guliyev
The present paper reviews selected aspects of the Guliyev's hypothesis about the massive celestial body at a distance of 250-400 AU from the Sun as well as the factor of comets tra…