“The article's program is running on Python version 3.13 and numpy version 2.3.5.”

“The paper presents an online variational inference framework to compute its approximation at each time step.”

“The paper introduces the orthant normal distribution in its general form and shows how it can be used to structure prior dependence in the Bayesian elastic net regression model.”

“The paper proves that determining the thinness of a tree is coNP-hard.”

“The key methodological innovation is that orthogonal complement projections completely eliminate cross-modal interference when estimating each loading space.”

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“The paper introduces an algorithm with guaranteed approximations considering some sets of weights for the operations.”

“Standard methods capture the qualitative electride character and many key energetic and structural trends with surprising reliability.”

“PhysTalk is the first framework to couple 3DGS directly with a physics simulator without relying on time consuming mesh extraction.”

“The paper introduces the semi-overlapping multi-(multi-armed) bandit (SOMMAB), in which a single evaluation provides distinct feedback to multiple bandits due to structural overlap among their arms.”

“The method, which is general, numerically exact, and computationally not intensive, can easily be generalised to relativistic systems.”

“The framework demonstrates potential for retrievals of atmospheric, cloud and surface variables, providing information that can serve as a prior, initial guess, or surrogate for computationally expensive full-physics inversion methods.”

“The paper introduces computational deficiency ($δ_{\text{poly}}$) and the class LeCam-P (Decision-Robust Polynomial Time).”

“The paper demonstrates a proof-of-concept generative surrogate for reconstructing coherent turbulent dynamics between sparse snapshots.”

“The inclusion of higher-order response in calculating optimal protocols provides marginal improvement in effectiveness despite incurring a significant computational expense, while introducing the possibility of predicting arbitrarily low and unphysical negative excess work.”

“BF-APNN substantially reduces training time compared to RT-APNN while preserving high solution accuracy.”

“The newly proposed mCCAdL thermostat achieves a substantial improvement in the numerical stability over the original CCAdL thermostat, while significantly outperforming popular alternative stochastic gradient methods in terms of the numerical accuracy for large-scale machine learning applications.”

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

“Any proper species sampling process can be written, at the prior level, as a finite mixture with a latent truncation variable and reweighted atoms, while preserving its distributional features exactly.”

“The employed pulses combine active interference cancellation (AIC) and adaptive symbol transition (AST) terms in a transparent way to the receiver.”

“The paper's key finding is the development of a semiparametric framework for debiased inverse reinforcement learning that yields statistically efficient inference for a broad class of reward-dependent functionals.”

“A "pointy" limit set implies asymptotic dependence, offering practical geometric criteria for identifying extremal dependence classes.”

“The paper states that RAGPart and RAGMask consistently reduce attack success rates while preserving utility under benign conditions.”

“The resulting tracking performance, evaluated on the Open Data Detector, is comparable with the full simulation.”

“ARM learns to adaptively fuse hierarchical features. It employs a semantically-guided cross-attention block, using robust deep features (K, V) to select and refine detail-rich shallow features (Q), followed by a self-attention block.”

“The paper investigates the maximum misclassification rate that a valid two-stage framework can tolerate and proposes a spectral method to achieve the desired misclassification rate.”

“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.”

“The article likely discusses methods related to Fixed-Parameter Tractability (FPT) and enumeration.”

“Using n = 3 examples best balances architectural diversity and context focus for vision tasks.”

“The paper develops a general and computationally tractable framework for computing sharp bounds on the effects of counterfactual policies.”

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“DUALFloodGNN achieves substantial improvements in predicting multiple hydrologic variables while maintaining high computational efficiency.”

“The paper's core contribution is "DivQAT, a novel algorithm to train quantized CNNs based on Quantization Aware Training (QAT) aiming to enhance their robustness against extraction attacks."”

“The paper provides a quantitative framework for selecting effective free energy estimation strategies in condensed-phase systems.”

“The dissertation develops new algorithmic principles and establishes fundamental limits for interactive learning along three dimensions: active learning with noisy data and rich model classes, sequential decision making with large action spaces, and model selection under partial feedback.”

“SPM layers implement a global linear transformation in $O(nL)$ time with $O(nL)$ parameters, where $L$ is typically constant or $log_2n$.”

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

“The paper proposes to use a standard reduced basis method (RBM) to construct this low-order rational function. Algorithmically, this procedure is an iterative greedy approach, where the greedy objective is evaluated through an error estimator that exploits the linearity of the frequency domain representation.”

“BSFfast provides precomputed, tabulated effective BSF cross sections for a wide class of phenomenologically relevant models, including highly excited bound states and, where applicable, the full network of radiative bound-to-bound transitions.”

“The likelihood can be expressed in terms of small subgraphs.”

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“The distilled model matches the visual quality of full-step, bidirectional baselines with 20x less inference cost and latency.”

“The proposed method, termed Haar-tSVD, exploits a unified tensor singular value decomposition (t-SVD) projection combined with Haar transform to efficiently capture global and local patch correlations.”

“The PMTC model simultaneously leverages a characteristics tensor and a return matrix to identify latent asset groups.”

“MoLaCE addresses confirmation bias by mixing experts instantiated as different activation strengths over latent concepts that shape model responses.”

“The paper classifies the centrality and commutativity of skew-polynomial algebras depending on the Lie type and the order of the root of unity.”

“The ERC loss enforces two constraints: (1) Each expert must exhibit higher activation for its own proxy token than for the proxy tokens of any other expert. (2) Each proxy token must elicit stronger activation from its corresponding expert than from any other expert.”

“GrainGNet reduces the mean squared error by 62.8% compared to the baseline graph U-Net model, with only a 5.2% increase in parameter count and an approximately sevenfold improvement in training efficiency.”

“The paper demonstrates that the LCV method provides a better-fit bandwidth parameter for tropical KDE, leading to improved accuracy and computational efficiency compared to nearest neighbor methods, as shown through simulations and empirical data analysis.”

“The paper introduces a computationally-embedded perspective that represents an embedded agent as an automaton simulated within a universal (formal) computer.”