Paper finds a spectral threshold for multi-agent performative prediction
Stability fails when the spectral radius of the reflexivity matrix crosses one, with linear excess loss above it.
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Stability fails when the spectral radius of the reflexivity matrix crosses one, with linear excess loss above it.
Design conditions treat network error as a bounded disturbance so feasibility and stability hold before deployment.
Unconstrained neural controllers improve plug-and-play network performance while preserving a guaranteed gain bound.

Microsoft says Windows 11 preview update KB5124010 crashes some games and apps that use AC-3 audio.
SAGO scores LLM generalization as stability across input variants, not single-format accuracy.

Microsoft's September 2026 security updates are breaking the Windows File History backup feature on some systems.
Paper attributes RL instability under training-inference mismatch to accumulating drift and introduces score centering, an additive correction that stabilizes training.
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