“We propose the Error Depth Hypothesis: stronger models make fewer but deeper errors that resist self-correction.”

“When deception was suppressed, models reported they were conscious. When the ability to lie was enhanced, they went back to reporting official corporate disclaimers.”

“Model-derived metrics such as arterial stiffness, pulse wave velocity, resistance, and compliance were found to align with clinical indicators of disease severity and progression.”

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“The paper shows that the Ornstein-Uhlenbeck process can be transformed exactly into a stochastic process defined self-consistently in the comoving frame.”

“The paper reports a collinear antiferromagnet with Ising character, carrying ordered moments of μRu = 1.6(1) μB and μDy = 5.1(1) μB at 1.5 K.”

“The heavy rare-earth members exhibit an intriguing MCE behavior switching from conventional to non-conventional MCE.”

“The method first isolates pervasive latent effects by decomposing the observed precision matrix into a structured component and a low-rank component.”

“The hybridization of Fe 3d and half-filled Ta 5dz2 orbitals suppresses the Mott insulating state for an adatom at the center of a CDW cluster.”

“Empirically, we find that quasi-symmetry results from a spatial resonance between shape complexity and shape rotation about the magnetic axis.”

“The paper's key finding is that using reduced learning rates for proxy model training yields relative performance that strongly correlates with that of fully tuned large-scale LLM pretraining runs.”

“The paper's key finding is that a single transient modification of the expansion history can interpolate between early-time effects on the sound horizon and late-time suppression of structure growth within a unified physical framework, providing an analytical understanding of their joint response.”

“The paper identifies a fundamental trade-off among storage capacity, storage time, and driving time, setting a universal limit for reliable storage.”

“The device achieves an open-circuit voltage up to 0.6 V, a responsivity of 809 mA/W, and a fast response time of 18.3 us.”

“The method couples a high-fidelity, asymptotic-preserving VPL solver with inexpensive, strongly correlated surrogates based on the Vlasov--Poisson--Fokker--Planck (VPFP) and Euler--Poisson (EP) equations.”

“Paired seed evaluation design...induces matched realisations of stochastic components and strict variance reduction whenever outcomes are positively correlated at the seed level.”

“The strong short-range spin--isospin correlations characteristic of $α$ clusters lead to a significant suppression of spin fluctuations compared to a spherical Woods--Saxon baseline with uncorrelated spins.”

“The article is based on DFT+DMFT calculations, a computational method.”

“Error detection capability strongly predicts overall robustness (rho=-0.817, p=0.007), indicating this is the critical bottleneck.”

“The paper finds a nearly-flat nondegenerate unstable branch associated with inplane rotations of the IrO₆ octahedra and that phases with rotations in every IrO₆ layer are lower in energy.”

“The authors observe that the charge diffusion constant is well described by a simple functional dependence ~ 1/V^2 universally valid both for small and large V.”

“The paper provides clear numerical evidences for anyon excitations with fractional charge and pronounced real-space density modulations, directly supporting the recently proposed anyon density-wave halo picture.”

“The paper proposes improvements to MCMC algorithms and compares post-processing methods to stabilize the results of Bayesian profile regression mixture models.”

“A last-layer Laplace approximation yields uncertainty estimates that correlate well with segmentation errors, indicating a meaningful signal.”

“DCEN consistently outperforms state-of-the-art methods in sparse signal recovery, high-dimensional variable selection under strong collinearity, and Magnetic Resonance Imaging (MRI) image reconstruction, achieving superior recovery accuracy and robustness.”

“OLS can withstand up to $k \ll \sqrt{np}/\log n$ sample removals while remaining robust and achieving the same error rate.”

“Standard RM accuracy fails catastrophically as a selection criterion for deployment-ready personalized alignment.”

“FANG outperforms FLAP and OBC by 1.5%--8.5% in average accuracy under 30% and 40% sparsity.”

“MTD is more effective than prior methods at distinguishing complex tasks from simple ones. Lower MTD is associated with more accurate reasoning.”

“Models trained on different datasets have highly similar representations of small molecules, and machine learning interatomic potentials converge in representation space as they improve in performance, suggesting that foundation models learn a common underlying representation of physical reality.”

“The study likely aims to understand how the interplay between trions and excitons affects the optical and electronic properties of the material.”

“RSA constructs candidate models via binomial random subset strategy and aggregates their predictions through a two-round weighting scheme, resulting in a structure analogous to a two-layer neural network.”

“The authors show that a correlation between the quiescent time and the inner jet time may exist, which they interpret as resulting from continued accretion through the quiescent jet phase.”

“The authors find that correlated noises result in a mass function of PBHs, whose maximum and its neighbourhood are predominantly determined by the probability that the density contrast exceeds a given threshold at each mass scale.”

“Gaussian spatial correlations reshape roughness increments, eliminate asymmetric multi-site traps, and thereby recover mean-field diffusion.”

“The research originates from ArXiv, a repository for scientific preprints.”

“Scaling compressors is substantially more effective than scaling predictors.”

“Spectral indices show significant positive correlations with both atomic number Z and mass number A, likely due to A or Z-dependent fragmentation cross-sections.”

“The luminosity ratios of aliphatic to aromatic hydrocarbons ($L_{ali}/L_{aro}$) in the sample galaxies show considerably large variations, systematically decreasing with $L_{IR}$ and $L_{Brα}$.”

“The approach reduces each embedding solve to a deterministic ground-state eigenvalue problem in the reduced space, and reduces the cost of the EH solution by orders of magnitude.”

“The research focuses on the problem of remote estimation over time-correlated fading channels.”

“adversarial training further enhances diversity, distributional alignment, and predictive validity.”

“The study likely provides experimental evidence.”

“The research focuses on the optical detection and manipulation of pseudospin orders in Wigner crystals.”

“We find that visionary framing significantly predicts downstream attention, including citations and media attention, even after controlling for peer-review evaluations.”

“HistoWAS is a pathomics framework.”

“The article is from ArXiv, which indicates it's a pre-print of a scientific research paper.”

“Controlled pairing symmetries in a Fermi-Hubbard ladder with band flattening.”

“The research is available on ArXiv.”

“The research focuses on injecting geostatistical covariance biases into self-attention for spatio-temporal forecasting.”