作者位次 #4/7PPoPP 2026Oral· Parallel & Distributed Programming
ChituDiffusion: A Data-Characteristic-Aware Serving System for Diffusion Models
Chengzhang Wu · Liyan Zheng · Haojie Wang · Kezhao Huang · Zixuan Ma · Dong Dong · Jidong Zhai
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Chengzhang Wu · Liyan Zheng · Haojie Wang · Kezhao Huang · Zixuan Ma · Dong Dong · Jidong Zhai
Xin Cheng · Wangding Zeng · Damai Dai · Qinyu Chen · Bingxuan Wang · Zhenda Xie · Kezhao Huang · Xingkai Yu · Zhewen Hao · Han Zhang · Yu-Kun Li · Huishuai Zhang · Dongyan Zhao · Wenfeng Liang
Mixture-of-Experts (MoE) scales capacity via conditional computation, but Transformers lack a native knowledge lookup primitive. We introduce conditional memory, instantiated via Deep Sparse Embedding (DSE), which indexes a massive embedding table using local n-grams for retrieval. We formalize s...