{"id":14215,"date":"2023-02-23T09:14:41","date_gmt":"2023-02-23T09:14:41","guid":{"rendered":"https:\/\/cde.nus.edu.sg\/artic\/?page_id=14215"},"modified":"2023-03-08T09:31:45","modified_gmt":"2023-03-08T09:31:45","slug":"ect-rp1-graphmind-energy-efficient-hardware-accelerators-for-graph-neural-networks","status":"publish","type":"page","link":"https:\/\/cde.nus.edu.sg\/artic\/ect-rp1-graphmind-energy-efficient-hardware-accelerators-for-graph-neural-networks\/","title":{"rendered":"ECT-RP1: GraphMind: Energy-Efficient Hardware Accelerators for Graph Neural Networks"},"content":{"rendered":"\n\n\t\t\t\t\t<ul id=\"menu-research-areas\"><li id=\"menu-item-13627\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/adaptive-and-reconfigurable-intelligent-surfaces\/\">Adaptive and Reconfigurable Intelligent Surfaces<\/a>\n<ul>\n\t<li id=\"menu-item-13628\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/adaptive-and-reconfigurable-intelligent-surfaces\/aris-rp1-design-and-characterization-of-ultra-large-scale-intelligent-electromagnetic-surfaces-using-deep-learning\/\">ARIS-RP1: Design and Characterization of Ultra-Large-Scale Intelligent Electromagnetic Surfaces Using Deep Learning<\/a><\/li>\n\t<li id=\"menu-item-13629\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/adaptive-and-reconfigurable-intelligent-surfaces\/aris-rp2-reprogrammable-meta-optics-for-information-multiplexing\/\">ARIS-RP2: Reprogrammable Meta-optics for Information Multiplexing<\/a><\/li>\n\t<li id=\"menu-item-13630\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/adaptive-and-reconfigurable-intelligent-surfaces\/aris-rp3-making-wireless-communication-environment-smart-via-reconfigurable-intelligent-surfaces-ris-a-new-network-optimization-perspective\/\">ARIS-RP3: Making Wireless Communication Environment Smart via Reconfigurable Intelligent Surfaces (RIS): A New Network Optimization Perspective<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13633\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/future-computing-technology\/\">Future Computing Technology<\/a>\n<ul>\n\t<li id=\"menu-item-13634\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/future-computing-technology\/fct-rp1-practical-data-storage-and-computation-in-dna-molecules\/\">FCT-RP1: Practical Data Storage and Computation in DNA Molecules<\/a><\/li>\n\t<li id=\"menu-item-13635\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/future-computing-technology\/fct-rp2-amorphous-oxide-semiconductor-thin-film-transistors-and-dram-cross-bar-to-enable-3d-monolithically-integrated-architecture-for-near-in-memory-computing\/\">FCT-RP2: Amorphous-Oxide-Semiconductor Thin Film Transistors and DRAM Cross-bar to Enable 3D Monolithically Integrated Architecture for Near\/In-memory Computing<\/a><\/li>\n\t<li id=\"menu-item-13636\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/future-computing-technology\/fct-rp3-neural-like-computing-system-based-on-superparamagnetic-tunnel-junctions\/\">FCT-RP3: Neural-like Computing System based on Superparamagnetic Tunnel Junctions<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13631\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/healthcare-and-wellness-monitoring\/\">Healthcare and Wellness Monitoring<\/a>\n<ul>\n\t<li id=\"menu-item-13632\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/healthcare-and-wellness-monitoring\/hmw-rp1-ai-assisted-infrared-nano-opto-surface-enhanced-sensor-ir-noses-chips-for-early-stage-diagnosis-and-healthcare-applications\/\">HMW-RP1: AI-assisted Infrared Nano-Opto-Surface-Enhanced-Sensor (IR-NOSES) Chips for Early-stage Diagnosis and Healthcare Applications<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14214\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/emerging-computing-technology-learning-technology-and-trustworthy-systems\/\">Emerging Computing Technology, Learning Technology and Trustworthy Systems<\/a>\n<ul>\n\t<li id=\"menu-item-14243\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/ect-rp1-graphmind-energy-efficient-hardware-accelerators-for-graph-neural-networks\/\">ECT-RP1: GraphMind: Energy-Efficient Hardware Accelerators for Graph Neural Networks<\/a><\/li>\n\t<li id=\"menu-item-14242\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/ect-rp2-deep-incremental-learning-in-the-wild-towards-general-purpose-multi-modality-and-multi-task-incremental-learning\/\">ECT-RP2: Deep Incremental Learning in the Wild: Towards General-purpose Multi- Modality and Multi-Task Incremental Learning<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14213\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/healthcare-and-fitness-monitoring\/\">Healthcare and Fitness Monitoring<\/a>\n<ul>\n\t<li id=\"menu-item-14241\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/hfm-rp1-wearable-microneedle-patch-for-the-minimally-invasive-wireless-continuous-glucose-monitoring\/\">HFM-RP1: Wearable Microneedle Patch for the Minimally Invasive Wireless Continuous Glucose Monitoring<\/a><\/li>\n\t<li id=\"menu-item-14240\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/hfm-rp2-on-body-computing-for-next-generation-wearable-systems\/\">HFM-RP2: On-body computing for Next-generation Wearable Systems<\/a><\/li>\n\t<li id=\"menu-item-14239\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/hfm-rp3-a-novel-optical-biometer-to-monitor-myopia-progression-in-children\/\">HFM-RP3: A Novel Optical Biometer to Monitor Myopia Progression in Children.<\/a><\/li>\n\t<li id=\"menu-item-14238\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/hfm-rp4-magnetoplethysmograph-for-continuous-heart-rate-and-blood-pressure-monitoring\/\">HFM-RP4: Magnetoplethysmograph for Continuous Heart Rate and Blood Pressure Monitoring<\/a><\/li>\n\t<li id=\"menu-item-14237\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/hfm-rp5-manufacturing-of-artificial-skin-integrated-network-skin-for-healthcare-and-fitness-monitoring\/\">HFM-RP5: Manufacturing of Artificial SKin Integrated Network (SKIN) for Healthcare and Fitness Monitoring<\/a><\/li>\n\t<li id=\"menu-item-14236\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/hfm-rp6-radio-frequency-textile-sensors-for-wearable-and-ambient-health-monitoring\/\">HFM-RP6: Radio-frequency Textile Sensors for Wearable and Ambient Health Monitoring<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14212\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/home\/project-themes\/next-generation-imaging-and-optoelectronics-technology\/\">Next-generation Imaging and Optoelectronics Technology<\/a>\n<ul>\n\t<li id=\"menu-item-14235\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/niot-rp1-fast-3d-mimo-imaging-via-physics-inspired-learning-approach\/\">NIOT-RP1: Fast 3D MIMO Imaging via Physics-Inspired Learning Approach<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14209\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/emerging-learning-and-data-processing-technology\/\">Advanced Material, Devices and Process Technology<\/a>\n<ul>\n\t<li id=\"menu-item-14296\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/adt-rp1-development-of-high-precision-additive-manufacturing-for-integrated-complex-molding-applications\/\">ADT-RP1: Development of High Precision Additive Manufacturing for Integrated Complex Molding Applications<\/a><\/li>\n\t<li id=\"menu-item-14295\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/adt-rp2-low-loss-and-tunable-ferroelectrics-for-sub-6g-applications\/\">ADT-RP2: Low Loss and Tunable Ferroelectrics for Sub-6G Applications<\/a><\/li>\n\t<li id=\"menu-item-14294\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/adt-rp3-redox-mediated-flow-battery-for-household-energy-storage\/\">ADT-RP3: Redox-mediated Flow Battery for Household Energy Storage<\/a><\/li>\n\t<li id=\"menu-item-14293\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/adt-rp4-development-of-nature-inspired-multiscale-composite-materials-for-high-strength-and-low-loss-applications\/\">ADT-RP4: Development of Nature-inspired Multiscale Composite Materials for High Strength and Low Loss Applications<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14210\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/advanced-material-devices-and-process-technology\/\">Emerging Learning and Data Processing Technology<\/a>\n<ul>\n\t<li id=\"menu-item-14292\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/eldt-rp1-event-chain-summarization-from-natural-language-text\/\">ELDT-RP1: Event Chain Summarization from Natural Language Text<\/a><\/li>\n\t<li id=\"menu-item-14291\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/eldt-rp2-sound-event-detection-on-mobile-devices\/\">ELDT-RP2: Sound Event Detection on Mobile Devices<\/a><\/li>\n\t<li id=\"menu-item-14290\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/eldt-rp3-empowering-machines-to-efficiently-learn-by-themselves-a-high-performance-self-supervised-learning-system\/\">ELDT-RP3: Empowering Machines to Efficiently Learn by Themselves: A High- Performance Self-Supervised Learning System<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-14211\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/wearable-healthcare-devices-and-smart-home-sensing-technology\/\">Wearable Healthcare Devices and Smart Home Sensing Technology<\/a>\n<ul>\n\t<li id=\"menu-item-14289\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/wdss-rp1-enabling-continuous-and-realtime-monitoring-of-human-vitals-through-battery-free-tunnel-diode-based-sensors\/\">WDSS-RP1: Enabling Continuous and Realtime Monitoring of Human Vitals through Battery-free Tunnel Diode based Sensors<\/a><\/li>\n\t<li id=\"menu-item-14288\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/wdss-rp2-wireless-communication-and-radar-sensing-fusion-based-indoor-localization\/\">WDSS-RP2: Wireless Communication and Radar Sensing Fusion Based Indoor Localization<\/a><\/li>\n\t<li id=\"menu-item-14287\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/wdss-rp3-multi-parameter-sensing-platform-for-proactive-hypertension-diagnostics-using-artificial-intelligence\/\">WDSS-RP3: Multi-parameter Sensing Platform for Proactive Hypertension Diagnostics Using Artificial Intelligence<\/a><\/li>\n\t<li id=\"menu-item-14286\"><a href=\"https:\/\/cde.nus.edu.sg\/artic\/wdss-rp4-lightchips-light-based-integrated-cloud-to-edge-communications-sensor-node-wake-up-and-indoor-positioning-for-mm-scale-purely-harvested-systems\/\">WDSS-RP4: LightChips: Light-Based Integrated Cloud-to-Edge Communications, Sensor Node Wake-Up and Indoor Positioning for mm-Scale Purely-Harvested Systems<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\t\n\t<h2>\n\t\tECT-RP1: GraphMind: Energy-Efficient Hardware Accelerators for Graph Neural Networks\n\t<\/h2>\n\t<p><strong>Principal Investigator: Associate Professor He Bingsheng, SoC<\/strong><br data-rich-text-line-break=\"true\" \/><strong>Co-Principal Investigator: Associate Professor Wong Weng-Fai, SoC<\/strong><\/p>\n<p>Graph Neural Networks (GNNs), the neural network-based method on graph-structured data, has successfully generalized deep learning methods to model complex relationships and interdependencies on graphs and manifolds. It hybridizes the expressiveness of graphs and the learning process. In recent years\uff0cwe have seen a significant growth in GNN research in academia and industry. They have achieved state-of-the-art performance in many tasks such as node classification, link prediction, and graph classification. A recent article offers a good summary of the emerging applications of GNN, including 1) Recommendation systems in Uber Eats, Alibaba, Amazon, Pinterest and etc. 2) Computer vision problems in Facebook, Magic Leap and etc. 3) Combinatorial optimization problems in many applications in finance, logistics, energy, life sciences, drug discovery and hardware design. For example, the Google Brain team used GNN to optimize the power, area, and performance of Google&#8217;s TPU.<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>Adaptive and Reconfigurable Intelligent Surfaces ARIS-RP1: Design and Characterization of Ultra-Large-Scale Intelligent Electromagnetic Surfaces Using Deep Learning ARIS-RP2: Reprogrammable Meta-optics for Information Multiplexing ARIS-RP3: Making Wireless Communication Environment Smart via Reconfigurable Intelligent Surfaces (RIS): A New Network Optimization Perspective Future Computing Technology FCT-RP1: Practical Data Storage and Computation in DNA Molecules FCT-RP2: Amorphous-Oxide-Semiconductor Thin Film [&hellip;]<\/p>\n","protected":false},"author":77,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-14215","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/pages\/14215","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/users\/77"}],"replies":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/comments?post=14215"}],"version-history":[{"count":10,"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/pages\/14215\/revisions"}],"predecessor-version":[{"id":14575,"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/pages\/14215\/revisions\/14575"}],"wp:attachment":[{"href":"https:\/\/cde.nus.edu.sg\/artic\/wp-json\/wp\/v2\/media?parent=14215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}