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R. Goldhahn

Publications and source records attributed to R. Goldhahn.

2 recordsLinked to original sources

Reducing Catastrophic Risk from AI with Systematic Monitoring and Evaluation of Rogue AI Progression

This article presents a structured framework of behavioral indicators that may signal progression toward potentially catastrophic threats from artificial intelligence systems. We adopt a pragmatic approach, inspired by established methodologies in cybersecurity and national security. By establishing clear metrics, indicators, and thresholds across multiple dimensions of AI capability and behavior, this framework enables researchers and policymakers to implement evidence-based monitoring protocols.

cs.CY

Band gaps and phonons of quasi-bulk rocksalt ScN

ScN is an emerging transition metal nitride with unique physical properties arising from the d-electrons of Sc. In this work we present the results of optical characterization techniques spectroscopic ellipsometry, Raman spectroscopy, and photoluminescence measurements of a 40 $μ$m thick, fully relaxed, and only weakly n-type doped ($n = 1.2 \times 10^{18}$ cm$^{-3}$) ScN film deposited by halide vapor phase epitaxy (HVPE) on r-sapphire substrate. Spectroscopic ellipsometry yields an indirect bandgap of 1.1 eV while the lowest direct interband transition is observed at $E_\mathrm{g,opt} = $ 2.16 eV in the dielectric function. A broad luminescence feature at 2.15 eV is observed, matching this transition. We derive an estimate for the exciton binding energy ($E_{bX}\approx $14 meV) as well as the Born effective charges $Z_\mathrm{Sc}^* = -Z_\mathrm{N}^* = 3.78$. In the infrared spectral region we observe a strong phonon and a weak plasmon absorption. We precisely determine the transverse optical phonon eigenfrequency ($ω_\mathrm{TO} = $340.7 cm$^{-1}$), the high frequency dielectric constant ($\varepsilon_\infty = 8.3$) and the static dielectric constant ($\varepsilon_\mathrm{stat} = 29.5$). Raman measurements using various excitation energies show resonant multi-phonon scattering up to 6LO (6th order overtone for longitudinal optical (LO) phonons) for excitation above the optical band gap ($E_\mathrm{Laser} > E_\mathrm{g,opt}$), where the allowed 2LO scattering is the dominant scattering mechanism for all excitation energies. Their characteristic parameters determined from Lorentzian line shape fitting yield $ω_\mathrm{LO} = $681 cm$^{-1}$ and an increased broadening and reduced asymmetry for higher LO scattering order $n$.

cond-mat.mtrl-sci