“We propose an approach to enhance planning with JEPA world models by shaping their representation space so that the negative goal-conditioned value function for a reaching cost in a given environment is approximated by a distance (or quasi-distance) between state embeddings.”

“The article references C.S. Lewis's 'The Abolition of Man' and the concept of 'men without chests' as a key element of the predicted future. It also mentions the AI's potential morality being tied to the concept of entropy.”

“The self-bootstrapping framework reframes visual dubbing from an ill-posed inpainting task into a well-conditioned video-to-video editing problem.”

“The paper proves that the local limit of the weighted spanning trees on any simple connected high degree almost regular sequence of electric networks is the Poisson(1) branching process conditioned to survive forever.”

“The paper proves that a cutoff phenomenon holds independently of the transition probabilities, subject only to the sub-Gaussian assumption and a minimal aperiodicity hypothesis.”

“CVC rethinks the role of velocity in inter-distribution transformation by introducing a dual-perspective velocity conversion mechanism.”

“Current systems are nominally promptable yet underuse readily available side information.”

“Act2Goal achieves strong zero-shot generalization to novel objects, spatial layouts, and environments. Real-robot experiments demonstrate that Act2Goal improves success rates from 30% to 90% on challenging out-of-distribution tasks within minutes of autonomous interaction.”

“DDSPO directly derives per-timestep supervision from winning and losing policies when such policies are available. In practice, we avoid reliance on labeled data by automatically generating preference signals using a pretrained reference model: we contrast its outputs when conditioned on original prompts versus semantically degraded variants.”

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“Gamma consistently outperforms Ultra in zero-shot inductive link prediction, with a 5.5% improvement in mean reciprocal rank on the inductive benchmarks and a 4.4% improvement across all benchmarks.”

“The CCDDPM leverages the signal intensity-based 6G V2X Radio Environment Map (REM) from limited historical transmitter vehicles in a specific region, to predict the REMs for a transmitter vehicle with arbitrary coordinates across the same region.”

“BiPS boosts Qwen2.5-VL-7B by 8.2% on average and shows strong out-of-domain generalization to unseen datasets and image types.”

“At a 70-day forecast horizon, the proposed TimeXer-Exog model achieves a mean squared error (MSE) 1.08e8, outperforming the univariate TimeXer baseline by over 89 percent.”

“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.”

“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 $Z\mid Y$.”

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

“We present a practical framework, \emph{Inverted Causality Focusing Algorithm} (ICFA), that treats search as a target-conditioned reweighting process.”

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“CoDi is an exemplar-conditioned diffusion model.”

“The article is a research paper, so it doesn't contain direct quotes in the typical news sense. The core concept revolves around 'Behavior Conditioned Item Graph Diffusion' for multimodal recommendation.”

“The paper examines the use of first-order representation languages.”

“ChronoDreamer is presented as an online simulator for robotic planning.”

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“Key-Conditioned Orthonormal Transform Gating (K-OTG): Multi-Key Access Control with Hidden-State Scrambling for LoRA-Tuned Models”

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

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“Yuan-TecSwin is a text conditioned Diffusion model with Swin-transformer blocks.”

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“The research aims to mitigate spatial relationship hallucinations in foreground-conditioned inpainting.”

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

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

“PIS is a Generalized Physical Inversion Solver for Arbitrary Sparse Observations via Set-Conditioned Diffusion.”

“SSA3D utilizes text-conditioned self-supervision for automatic dental abutment design.”

“CIEGAD is a Cluster-Conditioned Interpolative and Extrapolative Framework for Geometry-Aware and Domain-Aligned Data Augmentation.”

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

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“The research is sourced from ArXiv.”

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

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

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