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cs.DC2026
Evaluating LLM Coding Agents on SZ-Family Lossy Compression Across Architectures
Changqing Li, Shouwei Gao, Kai Zhao +2
Large language model (LLM) coding agents are increasingly applied to code translation and optimization, yet their effectiveness in performance-critical high-performance computing (…
cs.DC2026
FLYING SERVING: On-the-Fly Parallelism Switching for Large Language Model Serving
Shouwei Gao, Junqi Yin, Feiyi Wang +1
Production LLM serving must simultaneously deliver high throughput, low latency, and sufficient context capacity under non-stationary traffic and mixed request requirements. Data p…
cs.DC2025
DOLMA: A Data Object Level Memory Disaggregation Framework for HPC Applications
Haoyu Zheng, Shouwei Gao, Jie Ren +1
Memory disaggregation is promising to scale memory capacity and improves utilization in HPC systems. However, the performance overhead of accessing remote memory poses a significan…