2 papers
cs.DC2026
Guard: Scalable Straggler Detection and Node Health Management for Large-Scale Training
Guanliang Liu, Abhinandan Patni, Congzhu Lin +14
Training frontier-scale foundation models involves coordinating tens of thousands of GPUs over multi-month runs, where even minor performance degradations can accumulate into subst…
cs.IR2021
Low-Precision Quantization for Efficient Nearest Neighbor Search
Anthony Ko, Iman Keivanloo, Vihan Lakshman +1
Fast k-Nearest Neighbor search over real-valued vector spaces (KNN) is an important algorithmic task for information retrieval and recommendation systems. We present a method for u…