Advances in data preprocessing for biomedical data fusion: An overview of the methods, challenges, and prospects

S Wang, ME Celebi, YD Zhang, X Yu, S Lu, X Yao… - Information …, 2021 - Elsevier
Due to the proliferation of biomedical imaging modalities, such as Photoacoustic
Tomography, Computed Tomography (CT), Optical Microscopy and Tomography, etc …

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 …

Dynamic and thermodynamic models of adaptation

AN Gorban, TA Tyukina, LI Pokidysheva… - Physics of life …, 2021 - Elsevier
The concept of biological adaptation was closely connected to some mathematical,
engineering and physical ideas from the very beginning. Cannon in his “The wisdom of the …

Scikit-dimension: a python package for intrinsic dimension estimation

J Bac, EM Mirkes, AN Gorban, I Tyukin, A Zinovyev - Entropy, 2021 - mdpi.com
Dealing with uncertainty in applications of machine learning to real-life data critically
depends on the knowledge of intrinsic dimensionality (ID). A number of methods have been …

Multi-metrics adaptively identifies backdoors in federated learning

S Huang, Y Li, C Chen, L Shi… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
The decentralized and privacy-preserving nature of federated learning (FL) makes it
vulnerable to backdoor attacks aiming to manipulate the behavior of the resulting model on …

Vector database management techniques and systems

JJ Pan, J Wang, G Li - Companion of the 2024 International Conference …, 2024 - dl.acm.org
Feature vectors are now mission-critical for many applications, including retrieval-based
large language models (LLMs). Traditional database management systems are not …

Interpreting convolutional neural network classifiers applied to laser-induced breakdown optical emission spectra

E Képeš, J Vrábel, T Brázdil, P Holub, P Pořízka… - Talanta, 2024 - Elsevier
Laser-induced breakdown spectroscopy (LIBS) is a well-established industrial tool with
emerging relevance in high-stakes applications. To achieve its required analytical …

Unveiling code pre-trained models: Investigating syntax and semantics capacities

W Ma, S Liu, M Zhao, X **e, W Wang, Q Hu… - ACM Transactions on …, 2024 - dl.acm.org
Code models have made significant advancements in code intelligence by encoding
knowledge about programming languages. While previous studies have explored the …

[HTML][HTML] High-dimensional separability for one-and few-shot learning

AN Gorban, B Grechuk, EM Mirkes, SV Stasenko… - Entropy, 2021 - mdpi.com
This work is driven by a practical question: corrections of Artificial Intelligence (AI) errors.
These corrections should be quick and non-iterative. To solve this problem without …