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Xianwei Zhang

2 accepted papers

2026

FusedRec: Fused Embedding Communication for Distributed Recommendation Training on GPUs

AAAI 2026technical

Recent years have witnessed the wide adoption of deep learning recommendation models (DLRMs) for many online services. Unlike traditional DNN training, DLRMs leverage massive embeddings to represent sparse features, which are stored in distributed GPUs following the model parallel paradigm. Existing

Cited by 0SourcePDFScholar
2025

DynaPipe: Dynamic Layer Redistribution for Efficient Serving of LLMs with Pipeline Parallelism

NeurIPS 2025poster

To accelerate large language model (LLM) inference, pipeline parallelism partitions model layers into sequential stages, each assigned to a different device for concurrent execution. However, this method often suffers from pipeline bubbles caused by imbalanced computation in the tail stage. While up…

Cited by 0SourceScholar