SOLANET is a distributed GPU toolkit for neighbor graph construction that reports 11X speedup on 512 APUs for 1B points and 6.9X for 2B points.
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2026 2verdicts
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Empirical evaluation on LID-DS-2021 shows CWE-level generalization of syscall anomaly detectors succeeds for CWE-307 (F1=0.6976 at FPR=0.05) but fails for CWE-89 and CWE-434 (F1<=0.21), with transfer strongly dependent on source normal-profile breadth.
citing papers explorer
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SOLANET: Distributed Neighbor Graph Construction on GPU-Accelerated Systems
SOLANET is a distributed GPU toolkit for neighbor graph construction that reports 11X speedup on 512 APUs for 1B points and 6.9X for 2B points.
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From CVE to CWE: Syscall-Based HIDS Generalisation
Empirical evaluation on LID-DS-2021 shows CWE-level generalization of syscall anomaly detectors succeeds for CWE-307 (F1=0.6976 at FPR=0.05) but fails for CWE-89 and CWE-434 (F1<=0.21), with transfer strongly dependent on source normal-profile breadth.