A survey on federated learning systems: Vision, hype and reality for data privacy and protection

Q Li, Z Wen, Z Wu, S Hu, N Wang, Y Li… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
As data privacy increasingly becomes a critical societal concern, federated learning has
been a hot research topic in enabling the collaborative training of machine learning models …

Outlier detection: Methods, models, and classification

A Boukerche, L Zheng, O Alfandi - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
Over the past decade, we have witnessed an enormous amount of research effort dedicated
to the design of efficient outlier detection techniques while taking into consideration …

Deja vu: Contextual sparsity for efficient llms at inference time

Z Liu, J Wang, T Dao, T Zhou, B Yuan… - International …, 2023 - proceedings.mlr.press
Large language models (LLMs) with hundreds of billions of parameters have sparked a new
wave of exciting AI applications. However, they are computationally expensive at inference …

Retrieval-augmented generation for ai-generated content: A survey

P Zhao, H Zhang, Q Yu, Z Wang, Y Geng, F Fu… - arxiv preprint arxiv …, 2024 - arxiv.org
The development of Artificial Intelligence Generated Content (AIGC) has been facilitated by
advancements in model algorithms, scalable foundation model architectures, and the …

Personal llm agents: Insights and survey about the capability, efficiency and security

Y Li, H Wen, W Wang, X Li, Y Yuan, G Liu, J Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
Since the advent of personal computing devices, intelligent personal assistants (IPAs) have
been one of the key technologies that researchers and engineers have focused on, aiming …

A survey of visual transformers

Y Liu, Y Zhang, Y Wang, F Hou, J Yuan… - … on Neural Networks …, 2023 - ieeexplore.ieee.org
Transformer, an attention-based encoder–decoder model, has already revolutionized the
field of natural language processing (NLP). Inspired by such significant achievements, some …

Codexglue: A machine learning benchmark dataset for code understanding and generation

S Lu, D Guo, S Ren, J Huang, A Svyatkovskiy… - arxiv preprint arxiv …, 2021 - arxiv.org
Benchmark datasets have a significant impact on accelerating research in programming
language tasks. In this paper, we introduce CodeXGLUE, a benchmark dataset to foster …

Graphcodebert: Pre-training code representations with data flow

D Guo, S Ren, S Lu, Z Feng, D Tang, S Liu… - arxiv preprint arxiv …, 2020 - arxiv.org
Pre-trained models for programming language have achieved dramatic empirical
improvements on a variety of code-related tasks such as code search, code completion …

Image matching from handcrafted to deep features: A survey

J Ma, X Jiang, A Fan, J Jiang, J Yan - International Journal of Computer …, 2021 - Springer
As a fundamental and critical task in various visual applications, image matching can identify
then correspond the same or similar structure/content from two or more images. Over the …

Survey of vector database management systems

JJ Pan, J Wang, G Li - The VLDB Journal, 2024 - Springer
There are now over 20 commercial vector database management systems (VDBMSs), all
produced within the past five years. But embedding-based retrieval has been studied for …