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cs.AR2026
SiliconBench: Speed, Memory, and Fidelity for LLM Serving on Unified-Memory Desktops
Ranran Haoran Zhang, Aysa Xuemo Fan, David Munhá Correia +2
Concurrent local LLM serving on unified-memory desktops must preserve memory headroom and output fidelity, which speed-only rankings overlook. We introduce SiliconBench, which eval…
cs.CY2026
Toward Measuring AI's Effects on Skill Formation: The Stock-Formation Gap
Aysa Xuemo Fan
Large-scale AI deployment data and controlled learning experiments characterize different consequences of the same technology. Deployment telemetry shows that AI use is concentrate…