#selfsupervisedlearning — Public Fediverse posts

🧠 New preprint by Fabian A. Mikulasch & @fzenke: Understanding Self-Supervised #Learning via #LatentDistribution Matching proposes a unifying theoretical framework for #SelfSupervisedLearning.

The paper reframes #SSL as latent distribution matching, connecting contrastive, non-contrastive, predictive, and stop-gradient methods through a common probabilistic principle linking alignment, uniformity, and latent entropy.

📝 https://arxiv.org/abs/2605.03517

#MachineLearning #RepresentationLearning #AI

🧠 New preprint by Fabian A. Mikulasch & @fzenke: Understanding Self-Supervised #Learning via #LatentDistribution Matching proposes a unifying theoretical framework for #SelfSupervisedLearning.

The paper reframes #SSL as latent distribution matching, connecting contrastive, non-contrastive, predictive, and stop-gradient methods through a common probabilistic principle linking alignment, uniformity, and latent entropy.

📝 https://arxiv.org/abs/2605.03517

#MachineLearning #RepresentationLearning #AI

Big congratulations to all authors! 🚀

#ICLR2026 #MachineLearning #AIResearch #RepresentationLearning #InformationRetrieval #DenseRetrieval #SelfSupervisedLearning #LanguageModels #NLP #UKPLab #ICLR

Big congratulations to all authors! 🚀

#ICLR2026 #MachineLearning #AIResearch #RepresentationLearning #InformationRetrieval #DenseRetrieval #SelfSupervisedLearning #LanguageModels #NLP #UKPLab #ICLR

🎥🤖 Watch as #AI visionary Yann LeCun tries to unlock the secrets of the universe using self-supervised learning, while we pretend to understand anything beyond "AI good." 🚀🌐 Spoiler alert: by 2025, we'll still be watching cat videos. 😂📺
https://www.youtube.com/watch?v=yUmDRxV0krg #YannLeCun #SelfSupervisedLearning #Technology #CatVideos #Future2025 #HackerNews #ngated

🎥🤖 Watch as #AI visionary Yann LeCun tries to unlock the secrets of the universe using self-supervised learning, while we pretend to understand anything beyond "AI good." 🚀🌐 Spoiler alert: by 2025, we'll still be watching cat videos. 😂📺
https://www.youtube.com/watch?v=yUmDRxV0krg #YannLeCun #SelfSupervisedLearning #Technology #CatVideos #Future2025 #HackerNews #ngated

Self-supervised learning, JEPA, world models, and the future of AI [video]

https://www.youtube.com/watch?v=yUmDRxV0krg

#HackerNews #SelfSupervisedLearning #JEPA #WorldModels #FutureOfAI #AIResearch

Self-supervised learning, JEPA, world models, and the future of AI [video]

https://www.youtube.com/watch?v=yUmDRxV0krg

#HackerNews #SelfSupervisedLearning #JEPA #WorldModels #FutureOfAI #AIResearch

Read Meta's V-JEPA 2 paper: a self-supervised vision model scaling from 2M to 22M pretraining videos.

All that effort for just +1% in accuracy. But in ML, every percent counts.

That’s the price of progress when the low-hanging fruit is gone: we’re now chasing the long tail of rare edge cases. One more percent could be what makes a model truly reliable.

https://arxiv.org/html/2506.09985v1

#ML #AI #SelfSupervisedLearning

Self-Supervised Learning from Images with JEPA

https://arxiv.org/abs/2301.08243

#HackerNews #SelfSupervisedLearning #JEPA #ImageProcessing #MachineLearning #AIResearch #ComputerVision

Self-Supervised Learning from Images with JEPA

https://arxiv.org/abs/2301.08243

#HackerNews #SelfSupervisedLearning #JEPA #ImageProcessing #MachineLearning #AIResearch #ComputerVision

Using Artificial Intelligence To Map The Earth’s Forests
--
https://sustainability.fb.com/blog/2024/04/22/using-artificial-intelligence-to-map-the-earths-forests/ <-- shared technical article
--
https://doi.org/10.1016/j.rse.2023.113888 <-- shared paper
--
#GIS #spatial #mapping #AI #forestmonitoring #maps #climatechange #forests #forestmanagement #global #spatialanalysis #spatiotemporal #NVDI #canopy #canopyheight #SelfSupervisedLearning #SSL #visontransformers #GEDI #LiDAR #remotesensing #earthobservation #model #modeling #meta #WorldResourcesInstitute #LandAndCarbonLab

Using Artificial Intelligence To Map The Earth’s Forests
--
https://sustainability.fb.com/blog/2024/04/22/using-artificial-intelligence-to-map-the-earths-forests/ <-- shared technical article
--
https://doi.org/10.1016/j.rse.2023.113888 <-- shared paper
--
#GIS #spatial #mapping #AI #forestmonitoring #maps #climatechange #forests #forestmanagement #global #spatialanalysis #spatiotemporal #NVDI #canopy #canopyheight #SelfSupervisedLearning #SSL #visontransformers #GEDI #LiDAR #remotesensing #earthobservation #model #modeling #meta #WorldResourcesInstitute #LandAndCarbonLab

Meta Audiobox: Revolution in der Audioerzeugung durch Künstliche Intelligenz

#Audiobox #Meta #AIAudioGeneration #InteractiveAudioDemos #CreativeAudioStorytelling #AudioboxSpeech #AudioboxSound #SelfSupervisedLearning #AudioTechnology #AISafety

https://kinews24.de/meta-audiobox/

@matrig Might want to tag with #MachineLearning #SSL #SelfSupervisedLearning

@matrig Might want to tag with #MachineLearning #SSL #SelfSupervisedLearning