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Solving PDEs on unknown manifolds with machine learning
期刊论文
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2024, 卷号: 71
作者:
Liang, Senwei
;
Jiang, Shixiao W.
;
Harlim, John
;
Yang, Haizhao
Adobe PDF(4816Kb)
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收藏
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浏览/下载:562/105
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提交时间:2024/03/22
Algebra
Computation theory
Deep neural networks
Gradient methods
Learning systems
Mathematical operators
Multilayer neural networks
Network layers
Convergence analysis
Diffusion maps
High-dimensional
High-dimensional PDE
Higher-dimensional
Hypothesis space
Least squares minimization
Manifold
Neural-networks
Point-clouds
UNDERSTANDING CONVERGENCE AND GENERALIZATION IN FEDERATED LEARNING THROUGH FEATURE LEARNING THEORY
会议论文
12TH INTERNATIONAL CONFERENCE ON LEARNING REPRESENTATIONS, ICLR 2024, Hybrid, Vienna, Austria, May 7, 2024 - May 11, 2024
作者:
Huang, Wei
;
Shi, Ye
;
Cai, Zhongyi
;
Suzuki, Taiji
收藏
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浏览/下载:266/0
|
提交时间:2024/08/23
Convolutional neural networks
Machine learning
Multilayer neural networks
Network layers
Privacy-preserving techniques
Convergence properties
Distributed learning
Empirical research
Feature learning
Generalisation
Learning Theory
Local training
Multiple clients
Privacy preserving
Test errors
Reconfigurable and Energy-Efficient Architecture for Deploying Multi-Layer RNNs on FPGA
期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I: REGULAR PAPERS, 2024, 卷号: PP, 期号: 99
作者:
Xiangyu Zhang
;
Yiren Zhu
;
Xin Lou
Adobe PDF(4791Kb)
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浏览/下载:179/5
|
提交时间:2024/10/21
Analog storage
Gluing
Multilayer neural networks
Reconfigurable architectures
Reconfigurable hardware
Static random access storage
System-on-chip
% reductions
Energy-efficient architectures
Gated recurrent unit
Hardware accelerators
Long short-term memory
Multi-layers
Neural-networks
Reconfigurable
Recurrent neural network
Short term memory
A Multi-Grained Self-Interpretable Symbolic-Neural Model For Single/Multi-Labeled Text Classification
会议论文
THE ELEVENTH INTERNATIONAL CONFERENCE ON LEARNING REPRESENTATIONS (ICLR 2023), Kigali, Rwanda, 2023-5-1
作者:
Hu, Xiang
;
Kong, Xinyu
Adobe PDF(2202Kb)
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浏览/下载:526/0
|
提交时间:2023/03/12
Classification (of information)
Computational linguistics
Forecasting
Multilayer neural networks
Network layers
Text processing
Trees (mathematics)
Interpretability
Language model
Layer stacking
Learn+
Network-based
Neural modelling
Probabilistic models
Stacking architecture
Structured language
Text classification
Multi-scale self-attention-based feature enhancement for detection of targets with small image sizes
期刊论文
PATTERN RECOGNITION LETTERS, 2023, 卷号: 166, 页码: 46-52
作者:
Deng, Ying
;
Hu, Xingliang
;
Li, Bing
;
Zhang, Congxuan
;
Hu, Weiming
Adobe PDF(809Kb)
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浏览/下载:266/0
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提交时间:2023/03/10
Image enhancement
Back-bone network
Detection of target with small image size
Feature combination
Feature enhancement
Multi-layers
Multi-scale combination, self-attention
Multi-scale features
Multi-scales
Smallest image
Topdown
ALTERNATING DIFFERENTIATION FOR OPTIMIZATION LAYERS
会议论文
11TH INTERNATIONAL CONFERENCE ON LEARNING REPRESENTATIONS, ICLR 2023, Kigali, Rwanda, May 1, 2023 - May 5, 2023
作者:
Sun, Haixiang
;
Shi, Ye
;
Wang, Jingya
;
Tuan, Hoang Duong
;
Poor, H. Vincent
收藏
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浏览/下载:208/0
|
提交时间:2024/08/09
Convex optimization
Deep neural networks
Multilayer neural networks
Network layers
Computational speed
Convex optimization problems
Embeddings
Karush Kuhn tucker condition
Large-scales
Optimisations
Optimization problems
Polyhedral constraints
Standard assumptions
Truncation errors
Enhanced Hybrid Hierarchical Federated Edge Learning Over Heterogeneous Networks
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 卷号: PP, 期号: 99, 页码: 1-15
作者:
Qimei Chen
;
Zehua You
;
Dingzhu Wen
;
Zhaoyang Zhang
Adobe PDF(5185Kb)
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收藏
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浏览/下载:267/1
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提交时间:2023/07/14
Computer architecture
Edge computing
Hierarchical systems
Information management
Learning systems
Markov processes
Network architecture
Network layers
Resource allocation
Cloud layers
Computational modelling
Device layers
Device resources
Device selection
Edge computing
Federated edge learning
Local model
Resource management
Semi-asynchronoi
Computer architecture
Edge computing
Hierarchical systems
Information management
Learning systems
Markov processes
Network architecture
Network layers
Resource allocation
Cloud layers
Computational modelling
Device layers
Device resources
Device selection
Edge computing
Federated edge learning
Local model
Resource management
Semi-asynchronoi
Robust Fuzzy Neural Network With an Adaptive Inference Engine
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2023, 卷号: PP, 期号: 99, 页码: 1-11
作者:
Leijie Zhang
;
Ye Shi
;
Yu-Cheng Chang
;
Chin-Teng Lin
Adobe PDF(2514Kb)
|
收藏
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浏览/下载:267/0
|
提交时间:2023/03/17
Clustering algorithms
Deep neural networks
Engines
Fuzzy control
Fuzzy inference
Learning algorithms
Membership functions
Network layers
Uncertainty analysis
Adaptation models
Data uncertainty
Fuzzy neural network
Fuzzy-Logic
Fuzzy-neural-networks
High dimensionality
Neural-networks
Robustness
Task analysis
Uncertainty
A Primer on Rate-Splitting Multiple Access: Tutorial, Myths, and Frequently Asked Questions
期刊论文
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2023, 卷号: 41, 期号: 5, 页码: 1-1
作者:
Clerckx, Bruno
;
Mao, Yijie
;
Jorswieck, Eduard A.
;
Yuan, Jinhong
;
Love, David J.
Adobe PDF(5866Kb)
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浏览/下载:1319/570
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提交时间:2023/03/10
5G mobile communication systems
Base stations
Channel state information
Electric loads
Millimeter waves
MIMO systems
Multicasting
Multiple access interference
Network layers
Next generation networks
Quality of service
Terahertz waves
5g mobile communication
6g
Downlink
Interference
Interference cancellation
Interference management
Mobile communications
Multi-user MIMO
Multiaccess communication
Multiple access
Next generation multiple access
Next generation networking
Non orthogonal multiple access
Non-orthogonal
Non-orthogonal multiple access
Rate splitting
Rate-splitting multiple access
Space-division multiple-access
Rate-Splitting Multiple Access for Multi-Antenna Downlink Communication Systems: Spectral and Energy Efficiency Tradeoff
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 卷号: 21, 期号: 7, 页码: 4816-4828
作者:
Gui Zhou
;
Yijie Mao
;
Bruno Clerckx
Adobe PDF(774Kb)
|
收藏
|
浏览/下载:381/1
|
提交时间:2022/08/12
Antennas
Efficiency maximization
Approximation algorithms
Multiple access
Computational complexity
Non-orthogonal
Electric power utilization
Precoder design
Multiple access interference
Rate splitting
Network layers
Space-division multiple-access
Signal to noise ratio
Spectral efficiencies
Space division multiple access
Spectral energy
Spectrum efficiency
Successive convex approximation
Successive convex approximations
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