Deep Learning

Deep learning, a subfield of machine learning, focuses on training artificial neural networks with multiple layers to extract complex patterns from data. Current research emphasizes improving model robustness against noisy or adversarial inputs, exploring efficient architectures like Vision Transformers and convolutional LSTMs for various tasks (e.g., image classification, time series forecasting), and integrating physics-informed approaches for enhanced interpretability and reliability. These advancements are significantly impacting diverse fields, from automated industrial inspection and medical image analysis to improved weather forecasting and more efficient content moderation systems.

Papers

September 25, 2023

Detecting Sexual Content at the Sentence Level in First Millennium Latin Texts
Thibault Clérice
Deep Learning Sentence Level Latin Text Sentence Classification Novel Corpus
An AI Chatbot for Explaining Deep Reinforcement Learning Decisions of Service-oriented Systems
Andreas Metzger, Jone Bartel, Jan Laufer
Deep Learning Deep Reinforcement Learning Natural Language Explanation Deep RL AI Based Chatbot

September 24, 2023

Text Classification: A Perspective of Deep Learning Methods
Zhongwei Wan
Deep Learning Text Classification Visual Perspective
Joint inversion of Time-Lapse Surface Gravity and Seismic Data for Monitoring of 3D CO$_2$ Plumes via Deep Learning
Adrian Celaya, Mauricio Araya-Polo
Deep Learning Seismic Inversion Gravity Informed Joint Inversion

September 23, 2023

A Unified Scheme of ResNet and Softmax
Zhao Song, Weixin Wang, Junze Yin
Deep Learning Deep Learning Model Loss Function Unified Framework Softmax Function ResNet Based Residual Neural Network
A mirror-Unet architecture for PET/CT lesion segmentation
Yamila Rotstein Habarnau, Mauro Namías
Deep Learning Lesion Segmentation PET Dog UNet Architecture FDG Pet
Predicting Temperature of Major Cities Using Machine Learning and Deep Learning
Wasiou Jaharabi, MD Ibrahim Al Hossain, Rownak Tahmid, Md. Zuhayer Islam, T. M. Saad Rayhan
Deep Learning Machine Learning Time Series LSTM Network Urban Environment Numerical Weather Prediction Temperature Measurement Future Prediction Temperature Prediction
Class Attendance System in Education with Deep Learning Method
Hüdaverdi Demir, Serkan Savaş
Deep Learning Artificial Intelligence Image Processing Object Recognition Education Domain Attendance Management

September 22, 2023

Brain Age Revisited: Investigating the State vs. Trait Hypotheses of EEG-derived Brain-Age Dynamics with Deep Learning
Lukas AW Gemein, Robin T Schirrmeister, Joschka Boedecker, Tonio Ball
Deep Learning Internal State Scientific Hypothesis Brain Age Brain Aging Brain Disorder Biological Age
Scalable Semantic 3D Mapping of Coral Reefs with Deep Learning
Jonathan Sauder, Guilhem Banc-Prandi, Anders Meibom, Devis Tuia
Deep Learning Underwater Environment Coral Reef Fast Mapping 3D Semantic Mapping Reef Habitat
Are Deep Learning Classification Results Obtained on CT Scans Fair and Interpretable?
Mohamad M. A. Ashames, Ahmet Demir, Omer N. Gerek, Mehmet Fidan, M. Bilginer Gulmezoglu, Semih Ergin, Mehmet Koc, Atalay Barkana, Cuneyt Calisir
Deep Learning Deep Neural Network Deep Learning Based Interpretable Way Object Classification Neural Network Output
Classification of Alzheimers Disease with Deep Learning on Eye-tracking Data
Harshinee Sriram, Cristina Conati, Thalia Field
Deep Learning Classification Code Alzheimer'S Disease Eye Tracking Data Deep Learning Classifier

September 21, 2023

Impact of architecture on robustness and interpretability of multispectral deep neural networks
Charles Godfrey, Elise Bishoff, Myles McKay, Eleanor Byler
Deep Learning Native Robustness Deep Learning Model Global Impact Inherent Interpretability Architecture Design Fusion Method Fusion Strategy
Improving VTE Identification through Adaptive NLP Model Selection and Clinical Expert Rule-based Classifier from Radiology Reports
Jamie Deng, Yusen Wu, Hilary Hayssen, Brain Englum, Aman Kankaria, Minerva Mayorga-Carlin, Shalini Sahoo, John Sorkin, Brajesh Lal, Yelena Yesha, Phuong Nguyen
Deep Learning Simple Classifier Natural Language Processing Model Radiology Report Clinical Natural Language Processing Task
Soft Merging: A Flexible and Robust Soft Model Merging Approach for Enhanced Neural Network Performance
Hao Chen, Yusen Wu, Phuong Nguyen, Chao Liu, Yelena Yesha
Neural Network Deep Learning Stochastic Gradient Descent Model Merging Online Merging Local Optimum
Brain Tumor Detection Using Deep Learning Approaches
Razia Sultana Misu
Deep Learning Brain Tumor Brain Tumor Detection
An Efficient Consolidation of Word Embedding and Deep Learning Techniques for Classifying Anticancer Peptides: FastText+BiLSTM
Onur Karakaya, Zeynep Hilal Kilimci
Deep Learning Real Text Word Peptide Source Order Consolidation Peptide Design Anticancer Peptide
MiChao-HuaFen 1.0: A Specialized Pre-trained Corpus Dataset for Domain-specific Large Models
Yidong Liu, FuKai Shang, Fang Wang, Rui Xu, Jun Wang, Wei Li, Yao Li, Conghui He
Deep Learning Large Model Pre Training Corpus Chinese Legal Domain

September 20, 2023

Hate speech detection in algerian dialect using deep learning
Dihia Lanasri, Juan Olano, Sifal Klioui, Sin Liang Lee, Lamia Sekkai
Deep Learning Large Corpus Hate Speech Speech Detection
CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches
Jinmeng Rao, Song Gao, Sijia Zhu
Deep Learning Trajectory Datasets Synthetic Trajectory Data Adversarial Trajectory Privacy Preserving Trajectory

Deep Learning

Papers

Detecting Sexual Content at the Sentence Level in First Millennium Latin Texts

An AI Chatbot for Explaining Deep Reinforcement Learning Decisions of Service-oriented Systems

Text Classification: A Perspective of Deep Learning Methods

Joint inversion of Time-Lapse Surface Gravity and Seismic Data for Monitoring of 3D CO$_2$ Plumes via Deep Learning

A Unified Scheme of ResNet and Softmax

A mirror-Unet architecture for PET/CT lesion segmentation

Predicting Temperature of Major Cities Using Machine Learning and Deep Learning

Class Attendance System in Education with Deep Learning Method

Brain Age Revisited: Investigating the State vs. Trait Hypotheses of EEG-derived Brain-Age Dynamics with Deep Learning

Scalable Semantic 3D Mapping of Coral Reefs with Deep Learning

Are Deep Learning Classification Results Obtained on CT Scans Fair and Interpretable?

Classification of Alzheimers Disease with Deep Learning on Eye-tracking Data

Impact of architecture on robustness and interpretability of multispectral deep neural networks

Improving VTE Identification through Adaptive NLP Model Selection and Clinical Expert Rule-based Classifier from Radiology Reports

Soft Merging: A Flexible and Robust Soft Model Merging Approach for Enhanced Neural Network Performance

Brain Tumor Detection Using Deep Learning Approaches

An Efficient Consolidation of Word Embedding and Deep Learning Techniques for Classifying Anticancer Peptides: FastText+BiLSTM

MiChao-HuaFen 1.0: A Specialized Pre-trained Corpus Dataset for Domain-specific Large Models

Hate speech detection in algerian dialect using deep learning

CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches