“The findings indicate that while current generative models can simulate surface-level document aesthetics, they fail to reproduce structural and forensic authenticity.”

“Stay faithful to the original methods Minimize boilerplate while remaining readable Be easy to run and inspect as standalone files Reproduce key qualitative or quantitative results where feasible”

“The core issue is the change in behavior: the model now reproduces almost the same result (about 90% of the time) instead of generating unique images with the same prompt.”

“The best-fitting mass density model is found to faithfully reproduce the observed dependence of orbital momenta on apparent separation.”

“The resulting machine learning interatomic potential accurately reproduces experimental properties including volume expansion, operating voltage, and sodium concentration-dependent structural transformations, while revealing a four-order-of-magnitude difference in sodium diffusivity between the rhombohedral (sodium-rich) and tetragonal (sodium-poor) phases at 300 K.”

“At linear order, this framework predicts time- and scale-dependent bias parameters in a self-consistent manner, encompassing peak bias as a special case while clarifying how velocity bias and higher-derivative effects arise.”

“Classical approaches retain high-order accuracy and strong computational efficiency for single-instance problems... Physics-informed neural networks (PINNs) are also able to reproduce qualitative solutions but are generally less accurate and less efficient in low dimensions than classical solvers.”

“The simulations produce strong upper-chromospheric heating, multiple shock fronts, and continuum enhancements up to a factor of 2.5 relative to pre-flare levels, comparable to continuum enhancements observed during strong X-class white-light flares.”

“The introduction of a size-dependent "best" conductivity, $κ_{\mathrm{best}}$, allows FEM to reproduce MD hot-spot temperatures with high fidelity.”

“The paper shows that the Pontryagin index emerges as an integer infrared winding, such that the resulting holonomy phase is quantized by Q∈Z and reproduces the standard weight e^{iθQ}.”

“The three-axis framework reproduces the known N^(-2/3) scaling of one-axis twisting and the Heisenberg-limited N^(-1) scaling of two-axis twisting, while allowing additional tunability and enhanced entanglement generation in low-spin systems.”

“Molecular dynamics simulations of 5 keV cascades predict enhanced peak defect production and recombination relative to a widely used empirical potential, indicating different cascade evolution.”

“The paper aims to reproduce the differential mass distribution for the D*π system in B-decays and determine the D*π scattering length.”

“The paper demonstrates the stabilization of 70 nm-radius skyrmions at room temperature and reveals how the Co and Gd sublattices influence the temperature-dependent net magnetization.”

“The study suggests $σ_0\leq20$ can reproduce the MeV-TeV observations of GRB 221009A.”

“The model based on MB-pol agrees well with experiment.”

“The surrogate is orders of magnitude faster than SOLPS-ITER, enabling rapid parameter exploration.”

“The resulting augmented excess free-energy functional quantitatively reproduces equilibrium density profiles, coexistence curves, and surface tensions across a broad temperature range, and accurately predicts contact angles and droplet shapes far beyond the training regime.”

“The model yields classical analogues to de Broglie wavelength, the Einstein-Planck relation, the Born rule and the uncertainty principle.”

“The delayed wind model provides a consistent explanation for the observed radio phenomenology, successfully reproducing events both with and without delayed radio flares.”

“The DOPO network faithfully reproduces the quantum critical behavior of the XY model.”

“The paper provides the explicit form of the resolvent in all possible regimes.”

“The paper formalizes commitment as inference under a mixture of reverse- and forward-Kullback-Leibler (KL) objectives.”

“TEAMS accurately reproduces the return time estimates of the DNS at about one fifth the computational cost.”

“The model reproduced quite well both the inner rise and outer flat regions of the observed rotation curves using the observed baryonic mass profiles only.”

“The implementations are designed to be easy to run and easy to understand (small files, minimal boilerplate), while staying as faithful as possible to the original methods.”

“Skyrme models, which saturate at higher densities, develop softer and more diffuse surfaces with lower surface energies, whereas relativistic EDFs, which saturate at lower densities, produce more defined and less diffuse surfaces with higher surface energies.”

“The authors state that their approach 'reproduces well first principles calculations and could be the starting point for the inclusion of many-body effects and spin-orbit coupling (SOC) in TMDCs with only a few energy bands in a numerically inexpensive way.'”

“The use of a scaled charge of 0.75 is able to reproduce with high accuracy the viscosities and diffusion coefficients of NaCl solutions by the first time.”

“Transformers reproduce Bayesian posteriors with $10^{-3}$-$10^{-4}$ bit accuracy, while capacity-matched MLPs fail by orders of magnitude, establishing a clear architectural separation.”

“The framework employs batch sampling of measurements and gradient-based optimization to construct an optimal LHS model.”

“Models exposed to such warnings reproduced the flagged content at rates statistically indistinguishable from models given the content directly (76.7% vs. 83.3%).”

“The method identifies OU models that reproduce alpha-spindle (8-12 Hz) morphology and band-limited spectra with low residual error, enabling real-time tracking of state changes that are not apparent from band power alone.”

“The simulation self-consistently generates a twisted flux tube that emerges through the photosphere, interacts with the pre-existing magnetic field, and produces a blowout jet that matches the main characteristics of this type of jet found in observations.”

“The article likely contains specific technical details about the proposed methods and experimental results. Without the full text, it's impossible to provide a direct quote.”

“The article likely explores the challenges of using LLMs in a sensitive domain like psychotherapy, focusing on accuracy and the avoidance of misinterpretations.”

“The article's core argument likely revolves around the idea that highly optimized, terse code, while efficient, can obscure the underlying logic and make it harder for LLMs to accurately capture and reproduce the intended functionality. Information theory provides a framework for understanding the trade-off between code conciseness and information content.”

“We introduce PaperBench, a benchmark evaluating the ability of AI agents to replicate state-of-the-art AI research.”

“HuggingFace/open-r1: open reproduction of DeepSeek-R1”

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“The summary indicates that Stable Diffusion is emitting images from its training data. This is a significant finding.”

“The Yann LeCun et al. (1989) paper Backpropagation Applied to Handwritten Zip Code Recognition is I believe of some historical significance because it is, to my knowledge, the earliest real-world application of a neural net trained end-to-end with backpropagation.”

“More than 70% of researchers have tried and failed to reproduce another scientist's experiments, and more than half have failed to reproduce their own experiments.”

“We’re open-sourcing OpenAI Baselines, our internal effort to reproduce reinforcement learning algorithms with performance on par with published results. We’ll release the algorithms over upcoming months; today’s release includes DQN and three of its variants.”