“Variational autoencoders (VAEs) are known as image generation models, but can also be used for 'image correction tasks' such as inpainting and noise removal.”

“B-Trans effectively leverage the wisdom of crowds, yielding superior semantic diversity while achieving better task performance compared to deterministic baselines.”

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

“The introduction of a transformation strain limit, beyond which the material is fully martensitic and behaves elastically, leading to a distinctive behavior in which the region of localized damage widens, yielding a delay of fracture.”

“The paper reveals two types of phase transitions consistent with physical observations and proves the uniqueness of energy minimizers in specific degrees.”

“The paper derives a symmetry that relates expectation values of Pauli strings, allowing for the reduction in the number of measurements needed when simulating fermionic systems.”

“The paper introduces smooth cumulative- and inverse-cumulative-distribution-function ((I)CDF) timesteppers that evolve distributions rather than particles.”

“The authors obtain accurate ground-state energies for lattices up to 80 x 80 (6400 spins) and train deep Boltzmann machines for a system with 35 x 35 (1225 spins).”

“The model achieves 25.96 dB PSNR and 0.8375 SSIM on the test set, demonstrating its effectiveness in compressing low-resolution video while maintaining good perceptual quality.”

“The paper discusses the use of VQE as a novel SAT-solver and the importance of qubit efficiency in the Noisy Intermediate Scale Quantum-era.”

“The paper introduces the mathematical framework and describes the implementation of two quantum brushes based on variational quantum algorithms, Steerable and Chemical.”

“sCTs achieved 99% structural similarity and a Frechet inception distance of 1.01 relative to real CTs. Skull segmentation attained an average Dice coefficient of 85% across seven cranial bones, and sutures achieved 80% Dice.”

“LogosQ leverages Rust static analysis to eliminate entire classes of runtime errors, particularly in parameter-shift rule gradient computations for variational algorithms.”

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“The resulting evolution exhibits new features absent in the fully wetted case, including the coexistence of moving and pinned facets or the emergence and long-lived metastable states.”

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“EgoReAct achieves remarkably higher realism, spatial consistency, and generation efficiency compared with prior methods, while maintaining strict causality during generation.”

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“The paper introduces "Trustworthy Variational Bayes (TVB), a method to recalibrate the UQ of broad classes of VB procedures... Our approach follows a bend-to-mend strategy: we intentionally misspecify the likelihood to correct VB's flawed UQ.”

“Biological innovations are related to deviation from trivial structures and (thermo)dynamic equilibria.”

“The research focuses on flow field reconstruction.”

“LD-DIM achieves consistently improved numerical stability and reconstruction accuracy of both parameter fields and corresponding PDE solutions compared with physics-informed neural networks (PINNs) and physics-embedded variational autoencoder (VAE) baselines, while maintaining sharp discontinuities and reducing sensitivity to initialization.”

“The paper introduces a multi-view latent representation learning framework based on variational autoencoders (VAE) to integrate complementary radiomic features derived from post-contrast T1-weighted (T1Gd) and Fluid-Attenuated Inversion Recovery (FLAIR) magnetic resonance imaging (MRI).”

“The algorithm solves weighted MaxCut instances with up to 1000 vertices using only 10 qubits, and numerical results indicate that it consistently outperforms the Goemans-Williamson algorithm.”

“The article is sourced from ArXiv.”

“The results...show that this tailored workflow achieves financial performance on par with classical methods while delivering a broader set of high-quality investment strategies.”

“The proposed approach integrates classical MARL algorithms with quantum-inspired optimization techniques, leveraging variational quantum circuits VQCs as the core structure and employing the Quantum Approximate Optimization Algorithm QAOA as a representative VQC based method for combinatorial optimization.”

“Q-A3C2 achieves a cumulative return of 17.09%, outperforming the benchmark's 7.09%, demonstrating superior adaptability and exploration in dynamic financial environments.”

“The method is linear by construction, each time step requires only one linear solve. Across the benchmark suite, this reduces wall-clock time by $2$--$4\times$ relative to fully implicit nonlinear formulations while maintaining comparable accuracy.”

“The asymmetric deformation of polarons is missing in the current polaron picture... Our APP not only increases the method accuracy but also reveals more underlying physics concerning the QPT.”

“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.”

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“The paper focuses on 'variationally correct operator learning: Reduced basis neural operator with a posteriori error estimation'.”

“The article focuses on analytic and variational stability of deep learning systems.”

“"Empirical Bayes (EB) improves the accuracy of simultaneous inference \"by learning from the experience of others\" (Efron, 2012)."”

“Conceptually I understand neural networks, back propagation, etc, but I have ZERO experience with Keras, PyTorch, and TensorFlow. And when I read code samples, it seems vastly different than any modeling pipeline based in scikit-learn.”

“The article is from ArXiv, which suggests it's a pre-print or a research paper.”

“The article's focus is on regularization methods within the context of hierarchical variational inequalities.”

“The article is a research paper, so a direct quote is not applicable here. The core concept revolves around a specific computational technique for solving optimization problems.”

“The research analyzes nuclear reactions on a 12C target.”

“Ab initio Glauber-theory calculations of high-energy nuclear scattering observables using variational Monte Carlo wave functions”

“The study focuses on the unifying spectral problem of nonnegative tensors.”

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“The research applies Variational Autoregressive Networks (VANs) to the simulation of φ⁴ field theory systems.”

“The paper is available on ArXiv.”

“The research focuses on spectral reconstruction for under-resolved turbulence measurements.”

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“The study uses Neural Network Variational Monte Carlo to analyze the broken symmetry phase of solid hydrogen.”

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