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	QuantTPM: Efficient Mixed-Precision Quantization Framework for Tractable Probabilistic Models 期刊论文 IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: PP, 期号: 99 作者: Shen Zhang; Bin Ning; Guangyao Yan; Xinzhe Liu; Weixiong Jiang Adobe PDF(9186Kb) \| 收藏 \| 浏览/下载：70/2 \| 提交时间：2025/03/03 Mixed precision - Mixed precision quantization - Probabilistic inference - Probabilistic models - Product networks - Quantisation - Resource efficiencies - Sum product - Sum-product network - Tractable probabilistic model
	QUQ: Quadruplet Uniform Quantization for Efficient Vision Transformer Inference 会议论文 PROCEEDINGS - DESIGN AUTOMATION CONFERENCE, San Francisco, CA, United states, June 23, 2024 - June 27, 2024 作者: Geng, Xinkuang; Liu, Siting; Liu, Leibo; Han, Jie; Jiang, Honglan Adobe PDF(860Kb) \| 收藏 \| 浏览/下载：184/2 \| 提交时间：2024/12/27 Signal encoding Bit-Width Data ranges Inference process Memory overheads Performance Quantisation Quantized models Scale Factor Subrange Uniform quantization
	Structured Mean-Field Variational Inference for Higher-Order Span-Based Semantic Role Labeling 会议论文 FINDINGS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: ACL 2023, Toronto, Canada, 2023-7 作者: Liu W(刘威); Yang SL(杨松霖); Tu KW(屠可伟) Adobe PDF(494Kb) \| 收藏 \| 浏览/下载：523/0 \| 提交时间：2023/10/03 Computational linguistics Semantics High-order High-order modeling High-order models Higher-order Mean-field Order graph Semantic arguments Semantic role labeling Structured modeling Variational inference
	A domain-decomposed VAE method for Bayesian inverse problems 期刊论文 ARXIV, 2023, 卷号: 14, 期号: 3 作者: Xu, Zhihang; Xia, Yingzhi; Liao, Qifeng Adobe PDF(1383Kb) \| 收藏 \| 浏览/下载：237/0 \| 提交时间：2024/01/09 Bayesian inference Markov chain Monte Carlo domain decomposition deep generative models
	End-to-End Delay Minimization based on Joint Optimization of DNN Partitioning and Resource Allocation for Cooperative Edge Inference 会议论文 IEEE VEHICULAR TECHNOLOGY CONFERENCE, Hong Kong, China, October 10, 2023 - October 13, 2023 作者: Ye, Xinrui; Sun, Yanzan; Wen, Dingzhu; Pan, Guanjin; Zhang, Shunqing Adobe PDF(1160Kb) \| 收藏 \| 浏览/下载：352/79 \| 提交时间：2024/01/19 Convex optimization Deep neural networks Mobile edge computing Object detection Queueing theory Resource allocation Stochastic models Stochastic systems Delay minimization Edge intelligence End to end delay Joint optimization Multi dimensional Network partitioning Network resource Partitioning inference Reinforcement learnings Resources allocation
	Improving Grammar-based Sequence-to-Sequence Modeling with Decomposition and Constraints 会议论文 PROCEEDINGS OF THE ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, Toronto, ON, Canada, July 9, 2023 - July 14, 2023 作者: Lou, Chao; Tu, Kewei Adobe PDF(567Kb) \| 收藏 \| 浏览/下载：232/2 \| 提交时间：2023/11/10 Excel Fast inference Generalisation Hierarchical structures Inductive bias Interpretability Sequence models Soft constraint Trade off
	Federated Multi-Task Learning with Non-Stationary and Heterogeneous Data in Wireless Networks 期刊论文 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 卷号: 23, 期号: 4, 页码: 1-1 作者: Zhang, Hongwei; Tao, Meixia; Shi, Yuanming; Bi, Xiaoyan; Letaief, Khaled B. Adobe PDF(22772Kb) \| 收藏 \| 浏览/下载：186/0 \| 提交时间：2023/09/08 Complex networks Electric power distribution Learning systems Wireless networks Adaptation models Computational modelling Federated learning Heterogeneous data Inference stages Learning frameworks Multitask learning Nonstationary Nonstationary data Power-control
	Next-Word Prediction: A Perspective of Energy-Aware Distributed Inference 期刊论文 IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 卷号: PP, 期号: 99, 页码: 1-14 作者: Shangshang Wang; Ziyu Shao; John C.S. Lui Adobe PDF(7221Kb) \| 收藏 \| 浏览/下载：244/0 \| 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
	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 \| 浏览/下载：247/0 \| 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
	Enhancing Intellectual Property Protection in Deep Neural Network with Confidential Computing 会议论文 PROCEEDINGS - 2022 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE AND COMPUTING, AUTONOMOUS AND TRUSTED VEHICLES, SCALABLE COMPUTING AND COMMUNICATIONS, DIGITAL TWIN, PRIVACY COMPUTING, METAVERSE, SMARTWORLD/UIC/ATC/SCALCOM/DIGITALTWIN/PRICOMP/METAVERSE 2022, Haikou, China, December 15, 2022 - December 18, 2022 作者: Wensheng Tian; Ruiyan Xia; Zhichao Yan; Panpan Tang; Yonggang Tu Adobe PDF(284Kb) \| 收藏 \| 浏览/下载：239/0 \| 提交时间：2023/09/08 Deep neural networks Digital watermarking Distillation Distributed computer systems Computational resources Confidential computing Data preprocessing Inference models Intellectual property protection Learning models Neural network model Protection techniques Public clouds Training process

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