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cs.LG2025
Plexus: Taming Billion-edge Graphs with 3D Parallel Full-graph GNN Training
Aditya K. Ranjan, Siddharth Singh, Cunyang Wei +1
Graph neural networks (GNNs) leverage the connectivity and structure of real-world graphs to learn intricate properties and relationships between nodes. Many real-world graphs exce…
cs.LG2024
Loki: Low-rank Keys for Efficient Sparse Attention
Prajwal Singhania, Siddharth Singh, Shwai He +2
Inference on large language models (LLMs) can be expensive in terms of the compute and memory costs involved, especially when long sequence lengths are used. In particular, the sel…