3 citations · 3 across the 3 of their papers we have counts for
3 papers
QASP: Query-Adaptive Robust Vector Search Policy
Hakan Ferhatosmanoglu, Kushal Kumar, Tal Wagner +1
A fundamental challenge of vector search is achieving consistently high recall while minimizing computational costs. Fixed search parameters cause significant performance variance…
Quantization for Vector Search under Streaming Updates
Ishaq Aden-Ali, Hakan Ferhatosmanoglu, Alexander Greaves-Tunnell +2
Large-scale vector databases for approximate nearest neighbor (ANN) search typically store a quantized dataset in main memory for fast access, and full precision data on remote dis…
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…