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Author

Guangyu Xiang

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Preprint Jul 2026

Xema: Efficient Diffusion Serving through Fine-Grained Memory Management and Auto-Configuration

Xema is presented, a memory-efficient diffusion serving system that exploits predictable tensor lifetimes for trace-guided memory optimization and introduces an offline planner that jointly selects parallelism, concurrency, and memory control under GPU memory and SLO constraints.

Xueze Kang, Guangyu Xiang, Suyi Li et al. · 1 citation
Jun 2026

KernelFlume: Elastic Core-Attention Scaling for Agentic Long-Context Decoding

KernelFlume is presented, a decode-centric architecture that disaggregates the stable projection/FFN path from core-attention computation: weight nodes execute dense projection/FFN kernels, while weightless attention nodes store token-range KV partitions and scale with request-state demand.

Guangyu Xiang, Xueze Kang, Lin Zhang et al. · 1 citation