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A robust mouse liver organoid platform enables sustained multicellular maturation and fibrosis modeling from a single tissue sample
Abstract Efficient isolation and culture of liver organoids are critical for studying liver fibrosis, liver regeneration and drug toxicity and screening. However, preserving mature hepatobiliary characteristics and concurrently incorporating fibrosis-producing hepatic stellate cells (HSCs) remains a significant challenge, often hindering the large-scale production of organoids capable of replicating key liver functions.
[2503.14881] Visual Autoregressive Transformers Must Use $Ω(n^2 d)$ Memory
[Submitted on 19 Mar 2025 ( v1 ), last revised 23 Jan 2026 (this version, v2)] Title:Visual Autoregressive Transformers Must Use $Ω(n^2 d)$ Memory View a PDF of the paper titled Visual Autoregressive Transformers Must Use $\Omega(n^2 d)$ Memory, by Yang Cao and 5 other authors View PDF HTML (experimental) Abstract:A fundamental challenge in Visual Autoregressive models is the substantial memory overhead required during inference to store previously generated representations.
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