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Make LLM Inference Affordable to Everyone: Augmenting GPU Memory with NDP-DIMM
会议论文
2025 IEEE INTERNATIONAL SYMPOSIUM ON HIGH PERFORMANCE COMPUTER ARCHITECTURE (HPCA), Las Vegas, NV, USA, 1-5 March 2025
作者:
Lian Liu
;
Shixin Zhao
;
Bing Li
;
Haimeng Ren
;
Zhaohui Xu
Adobe PDF(1300Kb)
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浏览/下载:30/1
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提交时间:2025/04/14
Analog storage
Computer graphics equipment
Graphics processing unit
Neurons
Problem oriented languages
Static random access storage
'current
Computational loads
Cost effective
Data processing units
Language model
Model inference
Modeling parameters
Performance
Real- time
Weight parameters
Energy-Efficient Optimal Mode Selection for Edge AI Inference via Integrated Sensing-Communication-Computation
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 12, 页码: 14248-14262
作者:
Liu, Shu
;
Wen, Dingzhu
;
Li, Da
;
Chen, Qimei
;
Zhu, Guangxu
Adobe PDF(23894Kb)
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浏览/下载:387/7
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提交时间:2024/08/23
Task analysis
Servers
Feature extraction
Sensors
Accuracy
Computational modeling
Performance evaluation
Edge AI inference
mode selection
integrated sensing-communication-computation
task-oriented communications
RS-BNN: A Deep Learning Framework for the Optimal Beamforming Design of Rate-Splitting Multiple Access
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 卷号: 73, 期号: 11, 页码: 17830-17835
作者:
Yiwen Wang
;
Yijie Mao
Adobe PDF(594Kb)
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浏览/下载:334/11
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提交时间:2024/07/08
Array signal processing
Optimization
Interference
Signal to noise ratio
Computational modeling
Computational complexity
Bridges
Rate-splitting multiple access (RSMA)
deep learning
deep unfolding
beamforming design
neural network
Next-Word Prediction: A Perspective of Energy-Aware Distributed Inference
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 5, 页码: 5695-5708
作者:
Shangshang Wang
;
Ziyu Shao
;
John C.S. Lui
Adobe PDF(7221Kb)
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浏览/下载:258/0
|
提交时间:2023/09/22
Budget control
E-learning
Economic and social effects
Energy utilization
Forecasting
Inference engines
Learning algorithms
Learning systems
Modeling languages
Natural language processing systems
Numerical methods
Quality control
Computational modelling
Distributed inference
Edge natural language processing
Energy-consumption
Language processing
Natural language processing
Natural languages
Next-word prediction
On-line controls
Online learning
Predictive models
Quality of experience
Quality-of-service
Word prediction
Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AI
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 3, 页码: 2486-2502
作者:
Dingzhu Wen
;
Peixi Liu
;
Guangxu Zhu
;
Yuanming Shi
;
Jie Xu
Adobe PDF(7791Kb)
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浏览/下载:538/10
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提交时间:2023/10/07
Sensors
Task analysis
Quantization (signal)
Servers
Artificial intelligence
Computational modeling
Feature extraction
Convex optimization
Job analysis
Artificial intelligent
Communication integration
Computational modelling
Features extraction
Integrated sensing
Low latency
Multi-devices
Task-oriented
Vertical Federated Learning over Cloud-RAN: Convergence Analysis and System Optimization
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 2, 页码: 1327-1342
作者:
Yuanming Shi
;
Shuhao Xia
;
Yong Zhou
;
Yijie Mao
;
Chunxiao Jiang
Adobe PDF(2988Kb)
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浏览/下载:913/111
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提交时间:2023/07/21
Cooperative communication
Distributed computer systems
Learning systems
Radio access networks
Radio transceivers
Atmospheric modeling
Cloud radio access network
Computational modelling
Optimisations
Over the airs
Over-the-air computation
Radio access networks
System optimizations
Vertical federated learning
Wireless communications
Green Edge Intelligence Scheme for Mobile Keyboard Emoji Prediction
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 2, 页码: 1888-1901
作者:
Tang, Yinxu
;
Hou, Jianfeng
;
Huang, Xi
;
Shao, Ziyu
;
Yang, Yang
Adobe PDF(2393Kb)
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收藏
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浏览/下载:308/2
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提交时间:2024/08/23
E-learning
Energy efficiency
Green computing
Learning systems
Smartphones
Atmospheric modeling
Bandit learning
Computational modelling
Edge intelligence
Emoji prediction
Green edge intelligence
Keyboard
On-line controls
Predictive models
Smart phones
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts
会议论文
PROCEEDINGS OF THE ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, Hybrid, Bangkok, Thailand, August 11, 2024 - August 16, 2024
作者:
Adobe PDF(3364Kb)
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浏览/下载:321/1
|
提交时间:2024/10/11
Computational linguistics
Encoding (symbols)
Attention mechanisms
Computing resource
Context learning
In contexts
Language model
Model size
Open domain question answering
Original language modeling
Performance
Question Answering Task
MoME: Mixture-of-Masked-Experts for Efficient Multi-Task Recommendation
会议论文
SIGIR 2024 - PROCEEDINGS OF THE 47TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, Washington, DC, United states, July 14, 2024 - July 18, 2024
作者:
Xu, Jiahui
;
Sun, Lu
;
Zhao, Dengji
Adobe PDF(1222Kb)
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浏览/下载:350/3
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提交时间:2024/08/23
Coarse-grained modeling
Computational efficiency
Learning systems
Binary masks
Learning techniques
Mixture of experts
Model mixtures
Multi tasks
Multi-task recommendation
Multitask learning
Parameter sharing
Real-world datasets
Subnetworks
State-Space Based Universal Time-Domain Model for Voltage-Fed Bidirectional IPT Systems
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS;, 2024, 卷号: 71, 期号: 1, 页码: 615-624
作者:
Bo Xue
;
Liang Wang
;
Minfan Fu
;
Haoyu Wang
Adobe PDF(2197Kb)
|
收藏
|
浏览/下载:433/1
|
提交时间:2023/03/24
Bidirectional inductive power transfer (BIPT)
Computational modeling
Inverters
Load modeling
Mathematical models
Modulation
state-space
Time-domain analysis
time-domain model
Topology
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