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cs.DC2025
TTrace: Lightweight Error Checking and Diagnosis for Distributed Training
Haitian Jiang, Shaowei Zhu, Zhen Zhang +5
Distributed training is essential for scaling the training of large neural network models, such as large language models (LLMs), across thousands of GPUs. However, the complexity o…
cs.LG2025
PolyG: Adaptive Graph Traversal for Diverse GraphRAG Questions
Renjie Liu, Haitian Jiang, Xiao Yan +2
GraphRAG enhances large language models (LLMs) to generate quality answers for user questions by retrieving related facts from external knowledge graphs. However, current GraphRAG…