sampling

“Compared with the kinetic Langevin sampling algorithm, the proposed algorithm exhibits a higher contraction rate in the asymptotic time regime.”

“本記事のコードは、Temperature / Top-p / Top-k の挙動差を API なしで体感する最小実験です。”

“Since the quality of data-driven ROMs is sensitive to the quality of the limited training data, we seek to identify training parameters for which using the associated training data results in the best possible parametric ROM.”

“The article focuses on optimal subsampling through stratification.”

“The paper focuses on revisiting data parallel approaches for Matrix Product State (MPS) sampling.”

“The paper focuses on quasi-interpolation with random sampling centers.”

“The research uses LLM-synthesized counterfactuals and dynamic balanced sampling.”

“The study investigates sampling hyperparameters within the context of diffusion-based super-resolution.”

“The research focuses on the Reweighted Annealed Leap-Point Sampler.”

“The context provides the title and source, indicating this is a research paper from ArXiv.”

“The article's context indicates a new approach to training video diffusion models.”

“The paper focuses on 'Target-Conditioned Sampling and Prompted Inference'.”

“The source is ArXiv, indicating a pre-print research paper.”

“The research is published on ArXiv.”

“The paper leverages reinforcement learning for active sampling in the context of single-cell and spatial transcriptomics.”

“The article's context provides no key fact as it only states that the source is ArXiv, providing no actual content.”

“The context provided is very limited; therefore, a key fact cannot be provided without knowing the specific contents of the paper.”

“The article's context discusses labeler assignment and sampling in the presence of imperfect labels.”

“The research focuses on Physics-informed Polynomial Chaos Expansion with Enhanced Constrained Optimization Solver and D-optimal Sampling.”

“T-SKM-Net is a trainable neural network framework.”

“The article details the use of a solar-powered autonomous surface vehicle for high-resolution water sampling.”

“Geometry-Aware Sparse Depth Sampling is used for High-Fidelity RGB-D Depth Completion.”

“The article's source is ArXiv, indicating a pre-print publication, likely detailing novel research.”

“The paper focuses on fast likelihood evaluation and sampling in flow-based models.”

“The research is based on a paper from ArXiv.”

“The research is available on ArXiv.”