My third-favorite Batman: Arkham game is looking a lot slicker.
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Holographic storage approach packs more data into the same space by encoding three properties of light
Researchers have developed a holographic data storage approach that stores and retrieves information in three dimensions by combining three properties of light—amplitude, phase and polarization. By allowing more data to be stored in the same space, the new approach could help advance efforts to meet the growing global demand for data storage.
Holographic data storage uses laser light to store digital information inside a material. Instead of recording data only on a surface, like a hard drive or optical disk, it stores many overlapping light patterns throughout the volume of the material, allowing much higher storage density and faster data transmission.
“In conventional holographic data storage, data encoding typically uses one light dimension such as amplitude or phase alone, or, at most, combines two of these dimensions,” said research team leader Xiaodi Tan from Fujian Normal University in China.
14 JEPA Milestones as a Map of AI Progress
Tx, Yann LeCun.
• JEPA / H-JEPA: avoids predicting every single pixel (too expensive) and rather predicts in latent space. H-JEPA adds hierarchy — short term details vs long term planning ie. how humans actually learn.
• I-JEPA: built for very efficient vision models. Masks image patches and predicts the semantics and in doing so bypasses heavy compute of traditional autoencoders.
• MC-JEPA & V-JEPA: both of these are built for videos. MC-JEPA separates content (what an object is) vs motion (how it moves). V-JEPA masks video features with no text labels making it perfect of action tracking at scale.
• Audio-JEPA: filters out background noise by treating sounds like visuals.
• Point-JEPA & 3D-JEPA: used primarily in AVs. Uses LiDAR point clouds & volumetric grids.
• ACT-JEPA: filters out real world noise to learn manipulation tasks efficiently via imitation learning.
Epigenetic regulation of serine biosynthesis by PHF8 during neurogenesis
Linking epigenetics and metabolism in neurogenesis!
Epigenetic regulation and metabolism are tightly coordinated during progenitor cell growth but the processes linking this crosstalk is not well understood.
The researchers examined in neural stem cells the role of PHF8, a histone demethylase whose mutations are linked to Siderius-Hamel syndrome, a rare neurodevelopmental disorder.
The authors show that PHF8 regulates neural progenitor proliferation by coordinating epigenetic and metabolic programs and drives serine biosynthesis by maintaining chromatin accessibility of serine synthesis genes.
They also demonstrate that loss of PHF8 disrupts metabolism, autophagy, and vesicle formation and its deficiency leads to DNA damage and halts neurogenesis in vivo. sciencenewshighlights ScienceMission https://sciencemission.com/Epigenetic-regulation-of-serine-biosynthesis
Progenitor proliferation during neurodevelopment requires tight coordination of epigenetic regulation and metabolism. However, the crosstalk between these processes remains poorly understood. To investigate this, we examine in neural stem cells the role of PHF8, a histone demethylase whose mutations are linked to Siderius-Hamel syndrome, a rare neurodevelopmental disorder. Through an integrated multi-omics approach — combining transcriptomics, epigenomics, and metabolomics — we identify PHF8 as a key driver of the serine biosynthesis pathway, safeguarding the intracellular serine pool essential for neural progenitor proliferation. PHF8 fine-tunes chromatin accessibility at promoters of metabolic genes, ensuring their activation during development. Loss of PHF8 disrupts amino acid metabolism, blocks autophagy, and hinders vesicle formation.
Nasal swab test spots early Alzheimer’s signals
Schwann cell-derived exosomes are powerful promoters of nerve repair, capable of enhancing axon regrowth, remyelination, and functional recovery in numerous models. These effects are mediated via multifactorial cargo (miRNAs, mRNAs, proteins) that modulate neurons, glia, endothelial, and immune cells. Importantly, what began as a novel biological insight is now rapidly moving toward therapeutic innovation. Schwann cell-derived exosomes thus represent both a novel mode of glia–neuron communication and a promising avenue for next-generation therapies for nerve regeneration.
JSPS Transformative Area (A) 2023–2028
Summary: Establishing Qualia Structure Paradigm
Do subjective conscious experience and objective brain matters belong to completely different worlds? How are qualia, the contents of consciousness, related to the brain? The question of consciousness and the brain is not only of scientific interest, but it is also directly related to the problems associated with difficulties in understanding human feelings in the real world. Because qualia are difficult to even define in objective terms, conventional studies of consciousness have attempted to explore their neural correlates by fixing perceptual stimuli and reducing experience to binary judgments, such as seen vs. not seen. Recently, we have established a new paradigm to characterize the structure of qualia by measuring the similarity between visual qualia on a large scale, and to reveal their neural correlates and their information structure.
