“The paper introduces an SISR network built on a FM with lower-level feature conditioning, specifically DINOv2 features, which we call a Feature-to-Image Diffusion (F2IDiff) Foundation Model (FM).”

“SeedProteo achieves state-of-the-art performance among open-source methods, attaining the highest in-silico design success rates, structural diversity and novelty.”

“The model provides amortized predictions of conditional distributions over any arbitrary points in the data. Compared to previous NP models, our model is simple to implement and can be used to sample from conditional distributions using an ODE solver, without requiring auxiliary conditioning methods.”

“The proposed preconditioners significantly accelerate the convergence of iterative solvers compared to existing methods.”

“The research likely focuses on improving the accuracy and robustness of polarimetric measurements.”

“Memorization depends on data modality, and increases with data diversity and finer-grained conditioning; on the modeling side, it peaks at a moderate guidance scale and can be mitigated by longer Vecsets and simple rotation augmentation.”

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

“CoFi-Dec substantially reduces both entity-level and semantic-level hallucinations, outperforming existing decoding strategies.”

“STAMP pretrained ViT models outperformed both existing temporal MAE methods and foundation models on different late stage Age-Related Macular Degeneration and Alzheimer's Disease progression prediction.”

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“InSPO derives a globally optimal policy conditioning on both context and alternative responses, proving superior to DPO/RLHF while guaranteeing invariance to scalarization and reference choices.”

“The paper demonstrates a state-of-the-art balance between identity removal, attribute preservation, and image quality.”

“The paper introduces ByteLoom, a Diffusion Transformer (DiT)-based framework that generates realistic HOI videos with geometrically consistent object illustration, using simplified human conditioning and 3D object inputs.”

“ARFM is able to predict complex motions, and we demonstrate that conditioning robot action prediction and human motion prediction on predicted future tracks can significantly improve downstream task performance.”

“Global warming means more people need air-­conditioning, which requires more power and strains grids.”

“The model's free energy serves as a robust, regime stability metric.”

“The best configuration was achieved at PS scale 0.95 and noise standard deviation σ=0.01 (score 1.45231), demonstrating the importance of balancing diffusion priors and measurement-gradient strength.”

“The paper introduces a Biorthogonal Graph Fourier Transform (BGFT) adapted to directed diffusion.”

“The lower triangular matrix $L_G$ and the upper triangular matrix $U_G$, generated by FSAI, are non-singular and non-negative. The diagonal entries of $L_GAU_G$ are positive and $L_GAU_G$, the preconditioned matrix, is a singular M-matrix.”

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“The context mentions the article is sourced from ArXiv, indicating a pre-print of a scientific paper.”

“The article discusses a 'parameter-free inexact block Schur complement preconditioning' method.”

“CoDi is an exemplar-conditioned diffusion model.”

“The article's context indicates it's a research paper from ArXiv, a pre-print server, indicating the novelty and potential future impact of this work.”

“The research focuses on long-context conditioning for anthropomorphic multi-speaker conversational synthesis.”

“The research is sourced from ArXiv, indicating it's likely a peer-reviewed research paper.”

“The research is published on ArXiv, indicating it's a pre-print or academic paper.”

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“The paper focuses on preconditioning techniques for Hybridizable Discontinuous Galerkin Discretizations on GPU Architectures.”

“Text-Conditioned Contrastive Learning for Multi-Granular Vision-Language Alignment”

“The article is a research paper, so a direct quote is not available without access to the paper itself. The core concept revolves around improving wind dynamics simulations using AI.”

“The article is sourced from ArXiv, suggesting a focus on research and a potential for technical depth.”

“The study is sourced from ArXiv.”

“The research focuses on model-internal parallel decoding with speculative invariance via note conditioning.”

“The paper leverages a Question-Conditioned Mixture-of-Experts architecture.”

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“The article's abstract or introduction would likely contain key details about the specific methods used, the results achieved, and the significance of the findings. Without access to the full text, a more detailed critique is impossible.”

“The article's core revolves around 'mode-conditioning,' implying a methodology focused on runtime adjustments.”

“The research focuses on camera-conditioned zero-shot single image to 3D scene generation with foundation model orchestration.”

“The research focuses on improving policy generalization.”

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“Language Models as Agent Models suggests that recent language models could be considered models of agents.”

“The article likely provides practical guidance on fine-tuning ControlNet models.”