“DeepSeek’s new Engram module targets exactly this gap by adding a conditional memory axis that works alongside MoE rather than replacing it.”

“Generative classifiers...can avoid this issue by modeling all features, both core and spurious, instead of mainly spurious ones.”

“The conditional entropy or code length in many cases continues to decrease with context length at least to $N\sim 10^4$ characters, implying that there are direct dependencies or interactions across these distances.”

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

“The paper introduces a general, model-agnostic training and inference framework for joint generative forecasting and shows how it enables assessment of forecast robustness and reliability using three complementary uncertainty quantification metrics.”

“For all \( n \geq \exp\exp(30.5) \), \( \mathrm{PD}_n \) is graphic.”

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

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“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.”

“FLEX-MoE introduces client-expert fitness scores that quantify the expert suitability for local datasets through training feedback, and employs an optimization-based algorithm to maximize client-expert specialization while enforcing balanced expert utilization system-wide.”

“CAM noise leads to an asymmetry between El Niño and La Niña events without the need for deterministic nonlinearities.”

“The method achieves state-of-the-art performance in indoor benchmarks under constrained training conditions.”

“DeFloMat achieves state-of-the-art accuracy ($43.32\% ext{ } AP_{10:50}$) in only $3$ inference steps, which represents a $1.4 imes$ performance improvement over DiffusionDet's maximum converged performance ($31.03\% ext{ } AP_{10:50}$ at $4$ steps).”

“The framework outperforms state-of-the-art methods in both predictive accuracy and interpretability.”

“Heterogeneous fragmentation of empty sites in moderately degraded habitats can function as a potent cooperation-promoting mechanism even in the presence of initially more favorable strategies.”

“The paper shows existence, smoothness, attractivity and conditional uniqueness of SSMs associated to a large class of spectral subspaces in time delay systems.”

“CONTRA improves user throughput and reduces both THO and CHO switching costs, outperforming 3GPP-compliant and Reinforcement Learning (RL) baselines in dynamic and real-world scenarios.”

“We demonstrate that dynamic routing performs better than static averaging of schemes and achieves performance competitive with the MHA baseline while offering potential for conditional compute efficiency.”

“DIOR outperforms existing training-free baselines, including CLIP.”

“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.”

“InstructMoLE utilizes a global routing signal, Instruction-Guided Routing (IGR), derived from the user's comprehensive instruction. This ensures that a single, coherently chosen expert council is applied uniformly across all input tokens, preserving the global semantics and structural integrity of the generation process.”

“The methodology's main ingredient is the penalization of any statistical dependence between $W$ and $Z$ conditioned on $Y$, replaced by the more readily implementable plain independence between $W$ and the random variable $Z_Y = T(Z,Y)$ that solves the [Monge] Optimal Transport Barycenter Problem for $Z\mid Y$.”

“We study the problem of subgroup discovery for survival analysis, where the goal is to find an interpretable subset of the data on which a Cox model is highly accurate.”

“The paper likely focuses on 'Direct Conditional Control for Video Diffusion Models via Attention Supervision' based on the title.”

“The article focuses on invariant feature extraction through conditional independence and the optimal transport barycenter problem.”

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“The research uses conditional generative models.”

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

“The paper is available on ArXiv.”

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“The article is sourced from ArXiv, indicating a peer-reviewed or pre-print research paper.”

“The research focuses on composable, unconditional security.”

“The research focuses on unsupervised parallel MRI reconstruction.”

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“The paper likely details the specific methodologies used for generating the synthetic data, handling imperfect annotations, and implementing the conditional joint annotation regularization. It would also present experimental results demonstrating the performance of AnyCXR compared to existing methods.”

“The title suggests a complex methodology involving advanced statistical and optimization techniques. Further investigation of the paper is needed to understand the specific contributions and their practical implications.”

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“The paper likely presents a novel method for conformal prediction, focusing on handling missing data and ensuring valid coverage.”

“The article's context, 'ArXiv', suggests this is a research paper.”

“We provide a simple derivation — based on Bayes’ rule and conditional expectations — that unifies Gaussian diffusion and flow matching without relying on ODE/SDE…”

“The paper focuses on Distillation of Discrete Diffusion.”

“The article is from ArXiv, suggesting it's a research paper.”

“The paper focuses on advanced guidance strategies for conditional molecular generation with flow matching.”

“The paper focuses on conditional coverage within the context of conformal prediction.”

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“The paper focuses on synthetic data augmentation for segmenting thin and elongated structures in biological images.”