“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.”

“Neural operators are a powerful novel tool for high-performance control when hidden low-dimensional structure can be exploited, yet they remain fundamentally constrained by the intrinsic dimensional complexity in more challenging settings.”

“The proposed method applies SSL comprehensively for both the architecture search and model pretraining processes.”

“The discussion revolves around the future of "world models," with researchers offering predictions on breakthroughs in areas like geometric foundation models, self-supervised learning, and the development of 4D/5D/6D AIGC.”

“The method achieves improved performance over state-of-the-art reconstruction methods, without task-specific supervised training or fine-tuning.”

“The proposed system consistently outperformed flat multi-class classifiers and pre-trained self-supervised models.”

“USF-MAE achieved the highest performance across all evaluation metrics, with 90.57% accuracy, 91.15% precision, 90.57% recall, and 90.71% F1-score.”

“Our method randomly masks a section of the document and uses a natural language inference (NLI)-based contrastive objective to align it with relevant parts while distancing it from unrelated ones.”

“Experimental results across six tasks show a 6.84% improvement, validating the effectiveness of CLEAR-HUG.”

“GASeg achieves state-of-the-art performance on four benchmarks, including COCO-Stuff, Cityscapes, and PASCAL, validating our approach of bridging geometry and appearance via topological information.”

“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.”

“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.”

“ReSUs offer (i) a principled framework for modeling sensory circuits and (ii) a biologically grounded, backpropagation-free paradigm for constructing deep self-supervised neural networks.”

“Further analysis would require access to the full paper to assess the novelty, performance, and limitations of the proposed approach.”

“LAM3C achieves higher performance than the previous self-supervised methods on indoor semantic and instance segmentation.”

“Co2S, a stable semi-supervised RS segmentation framework that synergistically fuses priors from vision-language models and self-supervised models.”

“Lamps' superior robustness, transferability, and clinical potential when compared to 10 baseline models.”

“USF-MAE outperformed the DenseNet-169 baseline on all evaluation metrics.”

“HINTS leverages the Friedkin-Johnsen (FJ) opinion dynamics model as a structural inductive bias to model evolving social influence, memory, and bias patterns.”

“Mapping the trajectory of the learnt Gaussians onto the image plane gives zero-shot tracking performance comparable to state-of-the-art.”

“SPECTRE establishes a new state-of-the-art for movement decoding, significantly outperforming both supervised baselines and generic SSL approaches.”

“BertsWin achieves a 5.8x acceleration in semantic convergence and a 15-fold reduction in training epochs compared to standard ViT-MAE baselines.”

“Pixio is a self-supervised vision model that extends MAE, and features including patch tokens + class tokens can be easily extracted.”

“The article likely details the architecture, performance, and potential applications of ElfCore.”

“”

“our weakly self-supervised approach demonstrates remarkable efficiency with just 10% o”

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

“KerJEPA: Kernel Discrepancies for Euclidean Self-Supervised Learning”

“InvCoSS utilizes inversion-driven continual self-supervised learning.”

“The article is based on a research paper from ArXiv, suggesting a focus on novel research and development.”

“The paper focuses on test-time depth refinement.”

“The study focuses on self-supervised learning for improving MRI resolution.”

“The article is a research paper, so direct quotes are not available in this context. The core concept revolves around using self-supervised image reconstruction for anomaly detection.”

“The research is sourced from ArXiv.”

“”

“”

“The paper focuses on self-supervised nighttime monocular depth estimation.”

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

“The paper focuses on plant disease recognition.”

“HydroGEM is a Self Supervised Zero Shot Hybrid TCN Transformer Foundation Model for Continental Scale Streamflow Quality Control.”

“”

“The research originates from ArXiv.”

“DA-SSL leverages self-supervised learning to adapt foundational models.”

“The research focuses on semi-supervised multi-view graph convolutional networks.”

“The study focuses on using self-supervised learning for renal anomaly prediction in prenatal imaging.”

“The research focuses on stabilizing self-supervised reinforcement learning.”

“”

“The research focuses on self-supervised depression detection.”

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

“”