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View article: Adaptive Deep Fuzzy Neural Network With Multi‐Headed Self‐Attention for Improving Performance of Social Network Representation Learning and Link Prediction
Adaptive Deep Fuzzy Neural Network With Multi‐Headed Self‐Attention for Improving Performance of Social Network Representation Learning and Link Prediction Open
Link prediction has long been a fundamental task in graph data analysis, aimed at identifying potential or missing connections between nodes. This task is particularly important for understanding social dynamics and improving the robustnes…
View article: HINRL4Rec: A Novel Integrated Heterogeneous Network Embedding with Reinforcement Learning for Recommendation
HINRL4Rec: A Novel Integrated Heterogeneous Network Embedding with Reinforcement Learning for Recommendation Open
Recent KG-oriented recommendation techniques mainly focus on the direct interaction between entities in the given KGs as the rich information sources for leveraging the quality of recommendation outputs. However, they are still hindered by…
View article: SGAN4AbSum: A Semantic-Enhanced Generative Adversarial Network for Abstractive Text Summarization
SGAN4AbSum: A Semantic-Enhanced Generative Adversarial Network for Abstractive Text Summarization Open
In abstractive summarization task, most of proposed models adopt the deep recurrent neural network (RNN)-based encoder-decoder architecture to learn and generate meaningful summary for a given input document. However, most of recent RNN-ba…
View article: FuzzSemNIC: A Deep Fuzzy Neural Network Semantic-enhanced Approach of Neural Image Captioning
FuzzSemNIC: A Deep Fuzzy Neural Network Semantic-enhanced Approach of Neural Image Captioning Open
Neural image captioning (NIC) is considered as a primitive problem artificial intelligence (AI) in which creates a connection between computer vision (CV) and natural language processing (NLP). However, recent attribute-based and textual s…
View article: TopFuzz4SA: An Integrated Fuzzy Neural Network with Topic-aware Auto-encoding for Sentiment Analysis
TopFuzz4SA: An Integrated Fuzzy Neural Network with Topic-aware Auto-encoding for Sentiment Analysis Open
Recent advanced deep learning architectures, such as neural seq2seq, transformer, etc. have demonstrated remarkable improvements in multi-typed sentiment classification tasks. Even though recent transformer-based and seq2seq-based models h…