Enclawed adds hardware-rooted supervision for LLM jobs on HPC
A launch gate denied all 24 planted launches and allowed 108 legitimate ones.
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A launch gate denied all 24 planted launches and allowed 108 legitimate ones.
On a Cellular Potts tissue simulator it finished 2.1–2.4 times as many evaluations as pyABC in one hour.
A perspective frames scientific-AI privacy as institutional assurance, flagging scheduler telemetry and instrument side channels.
An empirical study shows distributed Kolmogorov-Arnold Network training reaches 74.7% parallel efficiency at 8 A100 GPUs, with overheads driven by All-Reduce choices.
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