CybAI news

[Submitted on 27 Jul 2024] View a PDF of the paper titled Towards the Dynamics of a DNN Learning Symbolic Interactions, by Qihan Ren and 5 other authors View PDF Abstract:This study proves the two-phase dynamics of a deep neural network (DNN) learning interactions. Despite the long disappointing view of the faithfulness of post-hoc explanation of a DNN, in recent years, a series of theorems have been proven to show that given an input sample, a small number of interactions between input variables can be considered as primitive inference patterns, which can faithfully represent every detailed inference logic of the…

[Submitted on 27 Jul 2024] View a PDF of the paper titled Few-Shot Medical Image Segmentation with Large Kernel Attention, by Xiaoxiao Wu and 4 other authors View PDF Abstract:Medical image segmentation has witnessed significant advancements with the emergence of deep learning. However, the reliance of most neural network models on a substantial amount of annotated data remains a challenge for medical image segmentation. To address this issue, few-shot segmentation methods based on meta-learning have been employed. Presently, the methods primarily focus on aligning the support set and query set to enhance performance, but this approach hinders further improvement of…

[Submitted on 28 Jul 2024] View a PDF of the paper titled Motamot: A Dataset for Revealing the Supremacy of Large Language Models over Transformer Models in Bengali Political Sentiment Analysis, by Fatema Tuj Johora Faria and 5 other authors View PDF Abstract:Sentiment analysis is the process of identifying and categorizing people's emotions or opinions regarding various topics. Analyzing political sentiment is critical for understanding the complexities of public opinion processes, especially during election seasons. It gives significant information on voter preferences, attitudes, and current trends. In this study, we investigate political sentiment analysis during Bangladeshi elections, specifically examining how…