Sun Woo
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Articles by Sun Woo
Computer Science > Machine Learning
Several widely used families of Graph Neural Networks carry a positive-definite geometric prior. Graph convolution read as heat diffusion needs a positive semi-definite operator, hyperbolic models place features on positive-definite Riemannian manifolds, and dot-product and GAT-style attention scores use positive-definite inner products.
Computer Science > Machine Learning
We identify a theoretical incompatibility between 3D point cloud masked autoencoding and SE(3)-equivariant networks. We prove that standard masking triggers a topological collapse, effectively forcing the model to hallucinate orientation without a reference frame. To resolve this, we introduce SIEVE (Scalar Invariant Extraction Via Equivariance), an SE(3)-equivariant self-supervised framework that compresses point cloud geometry into invariant scalar embeddings.
CRISPR/Cas9-mediated SLC12A3 gene knock-in restores molecular and functional defects in Gitelman syndrome hiPSC-derived kidney organoids
Background This study aims to determine whether knock-in of full-length SLC12A3 with ubiquitous promoter into safe harbor locus has functional rescue for Gitelman syndrome (GS) in terms of Na⁺–Cl⁻ cotransporter (NCC) expression and functional recovery, using patient-derived human induced pluripotent stem cells (hiPSCs) and a kidney organoid system. Methods GS1 and GS2 hiPSCs were generated from the peripheral blood of two patients with GS with different mutations at the SLC12A3.
Computer Science > Machine Learning
Humans efficiently learn new tasks by reusing a rich repertoire of motor skills across different goals and contexts. A similar strategy can also be used to enable simulated characters to efficiently perform new tasks by leveraging reusable motor skills.
Assessment of non-point source loads under climate change and urbanization scenarios using a rainfall-runoff model
climate change, nitrogen, phosphorus, rainfall-runoff model, suspended solids, urbanization Climate change induced by global warming has changed precipitation patterns, runoff, and evapotranspiration, as well as increased the frequency and intensity of extreme weather events (Huntington 2006). These climatic changes directly affect river discharge and water quality loads from non-point source pollution (Delpla et al. 2009; Whitehead et al. 2009; El-Khoury et al. 2015).
Responsiveness and Minimal Clinically Important Difference of the Canadian Occupational Performance Measure Among Patients With Frozen Shoulder
Importance: Patient-reported outcome measures provide insights into intervention effects on patients. The Canadian Occupational Performance Measure (COPM) emphasizes identifying priorities in daily activity engagement and evaluating an individual’s perception of changes over time. Objective: To assess the responsiveness of the COPM and the minimal clinically important difference (MCID) among patients with frozen shoulders. Design: Prospective, single-blind, randomized controlled trial.
[2402.02005] Topology-Informed Graph Transformer
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[2401.15894] Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks
[Submitted on 29 Jan 2024 ( v1 ), last revised 5 Dec 2024 (this version, v2)] Title:Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks View a PDF of the paper titled Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks, by Minho Lee and 5 other authors View PDF HTML (experimental) Abstract:Graph Neural Networks (GNNs) and Transformer-based models have been increasingly adopted to learn the complex vector...
Does Sung Jin Woo die in Solo Leveling?
Sung Jin Woo’s journey to becoming the strongest hunter has captivated readers online, and now, the ongoing anime has allured anime fanatics. This is one of the most popular Manhwa’s and one with long-awaited animation. It has already snathed a place for itself in the popular anime section on Crunchyroll with just the release of 2 episodes.
Structural Analysis, Characterization, and First-Principles Calculations of Bismuth Tellurium Oxides, Bi6Te2O15
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Effects of dietary trace mineral levels on physiological responses, reproductive performance, litter performance, blood profiles, and milk composition in gestating sows
Effects of dietary trace mineral levels on physiological responses, reproductive performance, litter performance, blood profiles, and milk composition in gestating sows Hong Jun Kim1,a
Effectiveness of personalized treatment stage-adjusted digital therapeutics in colorectal cancer: a randomized controlled trial - BMC Cancer
Study design This protocol will be a prospective multi-centered two-armed randomized controlled trial. The study design meets SPIRIT guidelines [9]. The SPIRIT Checklist are attached as Additional file 1. Colorectal cancer patients will be recruited from three university hospitals in South Korea (Samsung Medical Center, Korea University Anam Hospital, and Seoul St. Mary’s Hospital). The enrolled participants will be randomly allocated to either the digital therapeutic or control group.
Effectiveness of personalized treatment stage-adjusted digital therapeutics in colorectal cancer: a randomized controlled trial
BMC Cancer, Apr 2023 This is a preview of a remote PDF: https://bmccancer.biomedcentral.com/counter/pdf/10.1186/s12885-023-10728-2 Kim, Inah, Lim, Ji Young, Kim, Sun Woo, Shin, Dong Wook, Kim, Hee Cheol, Park, Yoon Ah, Lee, Yoon Suk, Kwak, Jung-Myun, Kang, Seok Ho, Lee, Ji Youl, Hwang, Ji Hye. , BMC Cancer, 2023, pp. 1-9, Volume 23, Issue 1, DOI: 10.1186/s12885-023-10728-2
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