Sparse workloads are everywhere—from ML to scientific computing—but scaling them across datacenter nodes hits a hard wall: network bottlenecks. | Muhammad Shahbaz
Sparse workloads are everywhere—from ML to scientific computing—but scaling them across datacenter nodes hits a hard wall: network bottlenecks. 🧱🧱🧱 Enter NetSparse: a new network architecture designed to supercharge distributed sparse computations. By pushing communication logic into NICs and switches, NetSparse slashes traffic, eliminates redundancy, and brings us dramatically closer to ideal scaling! 🚀🚀🚀 Huge congrats to Gerasimos Gerogiannis for leading the effort and my amazing co-au
🧠 𝗙𝗿𝗼𝗺 𝗧𝗿𝗮𝘃𝗲𝗿𝘀𝗮𝗹𝘀 𝘁𝗼 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 — 𝗔 𝗗𝗲𝗲𝗽 𝗗𝗶𝘃𝗲 𝘄𝗶𝘁𝗵 𝗔𝗹𝗶 𝗜𝗺𝗿𝗮𝗻 🚀💬 | Maktab-e-Digital Systems
🧠 𝗙𝗿𝗼𝗺 𝗧𝗿𝗮𝘃𝗲𝗿𝘀𝗮𝗹𝘀 𝘁𝗼 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴 — 𝗔 𝗗𝗲𝗲𝗽 𝗗𝗶𝘃𝗲 𝘄𝗶𝘁𝗵 𝗔𝗹𝗶 𝗜𝗺𝗿𝗮𝗻 🚀💬 We had the privilege of welcoming one of 𝗠𝗘𝗗𝗦 𝗟𝗮𝗯’𝘀 𝗲𝗮𝗿𝗹𝗶𝗲𝘀𝘁 𝘁𝗿𝗮𝗶𝗻𝗶𝗻𝗴 𝗺𝗮𝗻𝗮𝗴𝗲𝗿𝘀, Ali Imran, for an engaging and insight-packed session — reconnecting with the lab and sharing the cutting-edge research he's been involved in since. Ali walked us through a spectrum of cutting-edge topics — from 𝘀𝗺𝗮𝗿𝘁𝗹𝘆 𝗽𝗮𝗿𝘁𝗶𝘁𝗶𝗼𝗻𝗶𝗻𝗴 𝘁𝗿𝗮𝘃𝗲𝗿𝘀𝗮𝗹 𝗮
feec-seminar-comp-eng.github.io
Fast, Flexible, and Intelligent Next-Generation Networks and Systems
Abstract # Maintaining strict security and performance objectives in next-generation cloud and edge networks demands that compute-intensive management and control decisions are made on the current state of the entire network (e.
www.src.org
TECHCON 2025 (Event E007206) - SRC
Join us for TECHCON 2025, the premier conference for innovation and excellence in the semiconductor industry! Taking place September 7-10, 2025, at the Renaissance Hotel in Austin, Texas, this exclusive, members-only event brings together industry leaders, researchers, students, and recruiters to explore cutting-edge advancements, exchange ideas, and build the future of microelectronics.
📢🎉 Thrilled to share that NextGArch Lab’s projects, Gigaflow and SpliDT,… | Muhammad Shahbaz
📢🎉 Thrilled to share that NextGArch Lab’s projects, Gigaflow and SpliDT, have been accepted into this year’s Google Summer of Code (GSoC) cohort! The projects will be led by Advay Singh, a rising undergraduate in Computer Science and Engineering at the University of Michigan, and Sankalp Jha from AJAY KUMAR GARG ENGINEERING COLLEGE, GHAZIABAD—supported by an incredible team of mentors from Google and NextGArch Lab! NextGArch Lab: https://lnkd.in/geqB2Xyq Gigaflow: https://lnkd.in/gEvn5WE9 Go
Tech Xplore
Gigaflow cache streamlines cloud traffic, with 51% higher hit rate and 90% lower misses for programmable SmartNICs
A new way to temporarily store memory, Gigaflow, helps direct heavy traffic in cloud data centers caused by AI and machine learning workloads, according to a study led by University of Michigan researchers.
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YouTube
Gigaflow - Pipeline-Aware Sub-Traversal Caching for Modern SmartNICs (ASPLOS 2025)
Learn about Gigaflow: a high hit rate, SmartNIC-native cache for virtual switches (like OVS) that expands rule space coverage by two orders of magnitude and reduces cache misses by up to 90%. This work was presented as ASPLOS'25.
