Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities

22 December 2023

Papers citing "Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities"

27 / 27 papers shown

Title
Accelerating Large Language Model Training with 4D Parallelism and Memory Consumption Estimator Kazuki Fujii Kohei Watanabe Rio Yokota 66 2 0 10 Nov 2024
PecSched: Preemptive and Efficient Cluster Scheduling for LLM Inference Zeyu Zhang Haiying Shen VLM 54 1 0 23 Sep 2024
USP: A Unified Sequence Parallelism Approach for Long Context Generative AI Jiarui Fang Shangchun Zhao 59 21 0 13 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 162 56 0 23 Apr 2024
Review of Generative AI Methods in Cybersecurity Yagmur Yigit William J. Buchanan Madjid G Tehrani Leandros A. Maglaras AAML 121 23 0 13 Mar 2024
At the Dawn of Generative AI Era: A Tutorial-cum-Survey on New Frontiers in 6G Wireless Intelligence Abdulkadir Çelik Ahmed M. Eltawil AI4CE 44 36 0 02 Feb 2024
Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems Shengzhe Xu Christo Kurisummoottil Thomas Omar Hashash Nikhil Muralidhar Walid Saad Naren Ramakrishnan 57 25 0 30 Jan 2024
Holmes: Towards Distributed Training Across Clusters with Heterogeneous NIC Environment Fei Yang Shuang Peng Ning Sun Fangyu Wang Ke Tan Fu Wu Jiezhong Qiu Aimin Pan 64 5 0 06 Dec 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 102 924 0 14 Sep 2023
From Military to Healthcare: Adopting and Expanding Ethical Principles for Generative Artificial Intelligence David Oniani Jordan Hilsman Yifan Peng COL C. R. K. Poropatich C. J. C. Pamplin L. G. L. Legault Yanshan Wang AI4TS 47 11 0 04 Aug 2023
Large Language Models Empowered Autonomous Edge AI for Connected Intelligence Yifei Shen Jiawei Shao Xinjie Zhang Zehong Lin Hao Pan Dongsheng Li Jun Zhang Khaled B. Letaief 91 84 0 06 Jul 2023
MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks Lei Zhang Yuge Zhang Kan Ren Dongsheng Li Yuqing Yang LLMAG 72 39 0 28 Apr 2023
Estimating the Carbon Footprint of BLOOM, a 176B Parameter Language Model A. Luccioni S. Viguier Anne-Laure Ligozat 97 278 0 03 Nov 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 422 2,849 0 06 Oct 2022
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Hao Xue Flora D.Salim AI4TS 94 157 0 20 Sep 2022
Language model compression with weighted low-rank factorization Yen-Chang Hsu Ting Hua Sung-En Chang Qiang Lou Yilin Shen Hongxia Jin 56 106 0 30 Jun 2022
Measuring the Carbon Intensity of AI in Cloud Instances Jesse Dodge Taylor Prewitt Rémi Tachet des Combes Erika Odmark Roy Schwartz Emma Strubell A. Luccioni Noah A. Smith Nicole DeCario Will Buchanan 63 189 0 10 Jun 2022
Machine Learning Operations (MLOps): Overview, Definition, and Architecture Dominik Kreuzberger Niklas Kühl Sebastian Hirschl VLM AI4CE 40 347 0 04 May 2022
Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration Henna Kokkonen Lauri Lovén Naser Hossein Motlagh Abhishek Kumar Juha Partala ... M. Bennis Sasu Tarkoma Schahram Dustdar Susanna Pirttikangas J. Riekki 59 26 0 03 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 374 3,535 0 29 Apr 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 808 9,351 0 28 Jan 2022
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 135 1,074 0 01 Nov 2021
Sustainable AI: Environmental Implications, Challenges and Opportunities Carole-Jean Wu Ramya Raghavendra Udit Gupta Bilge Acun Newsha Ardalani ... Maximilian Balandat Joe Spisak R. Jain Michael G. Rabbat K. Hazelwood 99 405 0 30 Oct 2021
Sequence Parallelism: Long Sequence Training from System Perspective Shenggui Li Fuzhao Xue Chaitanya Baranwal Yongbin Li Yang You 62 98 0 26 May 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 333 671 0 21 Apr 2021
Model Pruning Enables Efficient Federated Learning on Edge Devices Yuang Jiang Shiqiang Wang Victor Valls Bongjun Ko Wei-Han Lee Kin K. Leung Leandros Tassiulas 62 462 0 26 Sep 2019
Edge Intelligence: The Confluence of Edge Computing and Artificial Intelligence Shuiguang Deng Hailiang Zhao Weijia Fang Yuxiang Cai Schahram Dustdar Albert Y. Zomaya 96 615 0 02 Sep 2019