TensorSocket improves deep learning training efficiency through shared data loading.
Ties Robroek, Neil Kim Nielsen, Pınar Tözün
― 6 min read
Computer Science - Distributed, Parallel, and Cluster Computing
RSSDAOS offers efficient data management for high-performance computing environments.
Nicolau Manubens, Johann Lombardi, Simon D. Smart
― 6 min read
TAKFL optimizes knowledge sharing in federated learning for diverse device capabilities.
Mahdi Morafah, Vyacheslav Kungurtsev, Hojin Chang
― 6 min read
This study enhances federated learning efficiency using edge servers for better resource management.
Zhidong Gao, Yu Zhang, Yanmin Gong
― 6 min read
Faro optimizes resource allocation for ML models in constrained environments.
Beomyeol Jeon, Chen Wang, Diana Arroyo
― 7 min read
A new approach helps satellites reduce battery usage and extend lifespan.
Nasrin Razmi, Bho Matthiesen, Armin Dekorsy
― 5 min read
A new method safeguards decentralized learning from data poisoning attacks.
Chao Feng, Alberto Huertas Celdrán, Zien Zeng
― 6 min read
Edge intelligence and quantum computing enhance satellite-terrestrial networks for better efficiency.
Siyue Huang, Lifeng Wang, Xin Wang
― 5 min read
Intel SHMEM enhances GPU communication, enabling efficient high-performance applications.
Alex Brooks, Philip Marshall, David Ozog
― 6 min read
Introducing a tailored storage solution for consortium blockchains like Hyperledger Fabric.
Narges Dadkhah, Xuyang Ma, Katinka Wolter
― 8 min read
Innovative strategies improve rare event detection in federated learning systems.
Razin Farhan Hussain, Mohsen Amini Salehi
― 6 min read
FLeNS improves federated learning by balancing learning speed and communication efficiency.
Sunny Gupta, Mohit Jindal, Pankhi Kashyap
― 5 min read
Learn how the filtered Lanczos procedure enhances eigenvalue calculations using GPUs.
Jared L. Aurentz, Vassilis Kalantzis, Yousef Saad
― 6 min read
A fresh approach to efficient scheduling of non-preemptive tasks.
Marek Vlk, Marek Jaros, Zdenek Hanzalek
― 6 min read
A look at simplifying large model training using FSDP and torch.compile.
Ruisi Zhang, Tianyu Liu, Will Feng
― 6 min read
Optimize GPU usage to enhance training efficiency for smart models.
Runsheng Benson Guo, Utkarsh Anand, Arthur Chen
― 5 min read
MASA offers a solution to enhance security in Federated Learning systems.
Jiahao Xu, Zikai Zhang, Rui Hu
― 4 min read
A look at various farming practices and technology in Varanasi.
Ramakant Kumar
― 8 min read
HEXA-MoE improves AI efficiency with expert collaboration and reduced communication.
Shuqing Luo, Jie Peng, Pingzhi Li
― 6 min read
A new method improves large language model efficiency by sharing tasks between GPU and CPU.
Xuanlin Jiang, Yang Zhou, Shiyi Cao
― 3 min read
This article discusses limitations and strategies in training large AI models.
Ege Erdil, David Schneider-Joseph
― 8 min read
xDiT transforms the speed of generating high-quality visuals with smart collaboration.
Jiarui Fang, Jinzhe Pan, Xibo Sun
― 5 min read
Scientists enhance nuclear fusion research through adaptable computing frameworks.
Josef Ruzicka, Christian Asch, Esteban Meneses
― 8 min read
Federated Learning offers a new way to protect data while collaborating across devices.
Chunlu Chen, Ji Liu, Haowen Tan
― 7 min read
A new method identifies problematic devices in federated learning to improve speed and security.
Dipanwita Thakur, Antonella Guzzo, Giancarlo Fortino
― 9 min read
A new approach to cut costs in AI services using mixed instances.
Ziming Mao, Tian Xia, Zhanghao Wu
― 4 min read
Discover how a new system improves data privacy and processing speed for LLMs.
Yifan Tan, Cheng Tan, Zeyu Mi
― 6 min read
Learn how agents communicate better in chaotic settings.
Niccolò D'Archivio, Amos Korman, Emanuele Natale
― 6 min read
New model simplifies the creation of directed acyclic graphs.
Mufei Li, Viraj Shitole, Eli Chien
― 5 min read
Learn how hierarchical federated learning protects data while enabling collaboration across devices.
Seyed Mohammad Azimi-Abarghouyi, Nicola Bastianello, Karl H. Johansson
― 6 min read
Learn how new methods reduce memory usage in community detection algorithms.
Subhajit Sahu
― 5 min read
Learn how FedGPL helps organizations collaborate while protecting their data privacy.
Zhuoning Guo, Ruiqian Han, Hao Liu
― 6 min read
Learn how to manage slow workers in computing to enhance efficiency.
Tharindu Adikari, Haider Al-Lawati, Jason Lam
― 5 min read
Grouping messages improves efficiency in modern computing.
Kavitha Chandrasekar, Laxmikant Kale
― 7 min read
Discover how AI Metropolis speeds up and improves agent interactions in simulations.
Zhiqiang Xie, Hao Kang, Ying Sheng
― 6 min read
A framework that accelerates dynamic programming in bioinformatics, making research more efficient.
Yingqi Cao, Anshu Gupta, Jason Liang
― 6 min read
Discover how Web3 and AI are reshaping the digital landscape.
David Hyland-Wood, Sandra Johnson
― 8 min read
FLAME enhances indoor navigation with federated mapping services while respecting user privacy.
Sagar Bharadwaj, Luke Wang, Michael Liang
― 7 min read
Discover how ParaGAN enhances the training of GANs for faster results.
Ziji Shi, Jialin Li, Yang You
― 7 min read
Examining the effects of Ethereum's EIP-4844 on builders and rollups.
Yue Huang, Shuzheng Wang, Yuming Huang
― 6 min read