Microsoft Research Blog

GigaPath: Whole-Slide Foundation Model for Digital Pathology

May 22, 2024 | Hoifung Poon and Naoto Usuyama
Digital pathology helps decode tumor microenvironments for precision immunotherapy. In joint work with Providence and UW, we’re sharing Prov-GigaPath, the first whole-slide pathology foundation model, for advancing clinical research.
  1. Research Focus: May 13, 2024

    Research Focus: Week of May 13, 2024 

    May 15, 2024

    Welcome to Research Focus, a series of blog posts that highlights notable publications, events, code/datasets, new hires and other milestones from across the research community at Microsoft. Large language models (LLMs) have shown remarkable performance in generating text similar to that created by people, proving…

  2. The general model architecture of ViSNet. (a) Model sketch of ViSNet. ViSNet embeds the 3D structures of molecules and extracts the geometric information through a series of ViSNet blocks and outputs the molecule properties such as energy, forces, and HOMO-LUMO gap through an output block. (b) Flowchart of one ViSNet Block. One ViSNet block consists of two modules: i) Scalar2Vec, responsible for attaching scalar embeddings to vectors.; ii) Vec2Scalar. The inputs of Scalar2Vec are the node embedding, edge embedding, direction unit and the relative positions between two atoms.

    ViSNet: A general molecular geometry modeling framework for predicting molecular properties and simulating molecular dynamics 

    February 29, 2024 | Tong Wang, Bin Shao, and Tie-Yan Liu

    Molecular geometry modeling is a powerful tool for understanding the intricate relationships between molecular structure and biological activity – a field known as structure-activity relationships (SAR). The main premise of SAR is that the biological activity of a molecule is dictated by its specific chemical…

  3. Research Focus Week of February 19, 2024

    Research Focus: Week of February 19, 2024 

    February 21, 2024

    In this issue: CaaSPER: vertical autoscaling algorithm dynamically maintains optimal CPU utilization; Improved scene landmark detection for camera localization runs faster, uses less storage; ESUS simplifies usability questionnaires for technical products and services.

  4. Research Focus Edition 30 December 6, 2023

    Research Focus: Week of December 4, 2023 

    December 6, 2023

    Research Focus: Using LLMs in a Rust-based formal verification framework; Rethinking network measurements with user feedback; 3D telemedicine using HoloportationTM communication technology could enhance overseas surgical visits.

  5. Illustrated icons of a medical bag, hexagon with circles at its points, and a chat bubble on a blue and purple gradient background.

    The Power of Prompting 

    November 28, 2023 | Eric Horvitz

    Microsoft Chief Scientific Officer Eric Horvitz explains how new prompting strategies can enable generalist large language models like GPT-4 to achieve exceptional expertise in specific domains, such as medicine, and outperform fine-tuned specialist models.

  6. Research Focus October 11, 2023

    Research Focus: Week of October 9, 2023 

    October 11, 2023

    Research Focus: Principal researcher Lester Mackey recognized for pioneering statistical and ML techniques; Pareto frontiers in neural feature learning; structural inequality in the influencer industry; new research on cardinality estimation.

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