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ShanghaiTech University Knowledge Management System
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Exploring the Trade-Offs: Unified Large Language Models vs Local Fine-Tuned Models for Highly-Specific Radiology NLI Task
期刊论文
IEEE TRANSACTIONS ON BIG DATA, 2025, 卷号: 11, 期号: 3, 页码: 1027-1041
作者:
Wu, Zihao
;
Zhang, Lu
;
Cao, Chao
;
Yu, Xiaowei
;
Liu, Zhengliang
Adobe PDF(6388Kb)
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收藏
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浏览/下载:55/8
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提交时间:2025/02/28
Inference engines
Intelligent systems
Network security
Problem oriented languages
Unified Modeling Language
Language inference
Language model
Language processing
Large language model
Natural language inference
Natural language processing
Natural languages
Performance
Radiology reports
MMJ-Bench: A Comprehensive Study on Jailbreak Attacks and Defenses for Vision Language Models
会议论文
PROCEEDINGS OF THE AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, Philadelphia, PA, United states, February 25, 2025 - March 4, 2025
作者:
Weng, Fenghua
;
Xu, Yue
;
Fu, Chengyan
;
Wang, Wenjie
Adobe PDF(818Kb)
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收藏
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浏览/下载:3/1
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提交时间:2025/06/17
Visual languages
Comprehensive evaluation
Information channels
Language model
Model response
Modeling process
Multi-modal
Performance
Real-world task
Security challenges
Various attacks
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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收藏
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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
Erebor: A Drop-In Sandbox Solution for Private Data Processing in Untrusted Confidential Virtual Machines
会议论文
EUROSYS 2025 - PROCEEDINGS OF THE 2025 20TH EUROPEAN CONFERENCE ON COMPUTER SYSTEMS, Rotterdam, Netherlands, March 30, 2025 - April 3, 2025
作者:
Zhang, Chuqi
;
Priolkar, Rahul
;
Jiang, Yuancheng
;
Xiao, Yuan
;
Vij, Mona
收藏
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浏览/下载:19/0
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提交时间:2025/04/25
Computer operating systems
Metadata
Modeling languages
Problem oriented languages
Virtual machine
Cloud environments
Common software
Confidential virtual machine
OS design
Private data
Sandboxed container
Sandboxing
Service clouds
Software stacks
Software-as-a- Service (SaaS)
COMET: Towards Practical W4A4KV4 LLMs Serving
会议论文
INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS - ASPLOS, Rotterdam, Netherlands, March 30, 2025 - April 3, 2025
作者:
Liu, Lian
;
Cheng, Long
;
Ren, Haimeng
;
Xu, Zhaohui
;
Pan, Yudong
Adobe PDF(2187Kb)
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收藏
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浏览/下载:28/1
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提交时间:2025/05/09
Cache memory
Compaction
Computer graphics equipment
Graphics processing unit
Integrated circuit design
Modeling languages
Problem oriented languages
Algorithm
system co
design
Bit weight
Co
designs
Language model
Large language model serving
Large language model quantization
Mixed precision
Modeling quantizations
Quantisation
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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收藏
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浏览/下载:259/0
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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
Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at Scale
会议论文
PROCEEDINGS OF THE ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, Bangkok, Thailand, August 11, 2024 - August 16, 2024
作者:
Hu, Xiang
;
Ji, Pengyu
;
Zhu, Qingyang
;
Wu, Wei
;
Tu, Kewei
Adobe PDF(2863Kb)
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收藏
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浏览/下载:331/2
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提交时间:2024/10/11
Context sensitive grammars
Distribution transformers
Syntactics
Trees (mathematics)
Bi-directional
Composition modeling
Language generation
Language model
Language understanding
Parallel training
Syntactic languages
Syntactic parse tree
Syntactic trees
Two-component
Layer-Condensed KV Cache for Efficient Inference of Large Language Models
会议论文
PROCEEDINGS OF THE ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, Bangkok, Thailand, August 11, 2024 - August 16, 2024
作者:
Wu, Haoyi
;
Tu, Kewei
Adobe PDF(590Kb)
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收藏
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浏览/下载:329/4
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提交时间:2024/10/11
Cache memory
Memory architecture
Modeling languages
Throughput
Attention mechanisms
Competitive performance
High-throughput
Key values
Language model
Memory consumption
Novel methods
Number of layers
Real-world
Transformer performance
Dependency Transformer Grammars: Integrating Dependency Structures into Transformer Language Models
会议论文
PROCEEDINGS OF THE ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, Bangkok, Thailand, August 11, 2024 - August 16, 2024
作者:
Zhao, Yida
;
Lou, Chao
;
Tu, Kewei
Adobe PDF(559Kb)
|
收藏
|
浏览/下载:335/5
|
提交时间:2024/10/11
Context free grammars
Context sensitive grammars
Formal languages
Modeling languages
Syntactics
Dependency structures
Dependency trees
Embeddings
Encodings
Generalisation
Inductive bias
Language model
Syntax tree
Transition system
Semantics-enhanced Cross-modal Masked Image Modeling for Vision-Language Pre-training
会议论文
2024 JOINT INTERNATIONAL CONFERENCE ON COMPUTATIONAL LINGUISTICS, LANGUAGE RESOURCES AND EVALUATION, LREC-COLING 2024 - MAIN CONFERENCE PROCEEDINGS, Hybrid, Torino, Italy, May 20, 2024 - May 25, 2024
作者:
Liu, Haowei
;
Shi, Yaya
;
Xu, Haiyang
;
Yuan, Chunfeng
;
Ye, Qinghao
收藏
|
浏览/下载:191/0
|
提交时间:2024/09/06
Alignment
Encoding (symbols)
Image enhancement
Modeling languages
Cross-modal
Cross-modal alignment
High level semantics
Image modeling
Local semantic enhancing
Local semantics
Masked image modeling
Modal semantics
Pre-training
Semantic alignments
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