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

January 22, 2025

SMART-Vision: Survey of Modern Action Recognition Techniques in Vision
Ali K. AlShami, Ryan Rabinowitz, Khang Lam, Yousra Shleibik, Melkamu Mersha, Terrance Boult, Jugal Kalita
Deep Learning Timely Survey Computer Vision Vision Paper Human Action Recognition
Advanced deep architecture pruning using single filter performance
Yarden Tzach, Yuval Meir, Ronit D. Gross, Ofek Tevet, Ella Koresh, Ido Kanter
Deep Learning Convolutional Layer Deep Architecture
Growth strategies for arbitrary DAG neural architectures
Stella Douka (LISN, TAU), Manon Verbockhaven (LISN, TAU), Théo Rudkiewicz (ENS Paris Saclay, LISN, TAU), Stéphane Rivaud (LISN, TAU), François P Landes (LISN, TAU), Sylvain Chevallier (LISN, TAU), Guillaume Charpiat (LISN, TAU)
Deep Learning Back Propagation

January 21, 2025

Deep Learning Based Segmentation of Blood Vessels from H&E Stained Oesophageal Adenocarcinoma Whole-Slide Images
Jiaqi Lv, Stefan S Antonowicz, Shan E Ahmed Raza
Deep Learning Segmentation Based Approach Computational Pathology Whole Slide Image Segmentation Accuracy State of the Art Segmentation
Early Detection and Classification of Breast Cancer Using Deep Learning Techniques
Mst. Mumtahina Labonno, D.M. Asadujjaman, Md. Mahfujur Rahman, Abdullah Tamim, Mst. Jannatul Ferdous, Rafi Muttaki Mahi
Deep Learning Machine Learning Classification Code Barzilai Borwein Technique Breast Cancer Early Detection Breast Ultrasound
Fast-RF-Shimming: Accelerate RF Shimming in 7T MRI using Deep Learning
Zhengyi Lu, Hao Liang, Ming Lu, Xiao Wang, Xinqiang Yan, Yuankai Huo
Deep Learning Wireless Signal
Aggrotech: Leveraging Deep Learning for Sustainable Tomato Disease Management
MD Mehraz Hosen, Md. Hasibul Islam
Deep Learning Tomato Disease
A Survey on Memory-Efficient Large-Scale Model Training in AI for Science
Kaiyuan Tian, Linbo Qiao, Baihui Liu, Gongqingjian Jiang, Dongsheng Li
Large Language Model Deep Learning Artificial Intelligence Timely Survey Transformer Architecture Science Journalism
Data-driven Detection and Evaluation of Damages in Concrete Structures: Using Deep Learning and Computer Vision
Saeid Ataei, Saeed Adibnazari, Seyyed Taghi Ataei
Deep Learning Computer Vision Instance Segmentation Damage Detection Concrete Structure
Utilising Deep Learning to Elicit Expert Uncertainty
Julia R. Falconer, Eibe Frank, Devon L. L. Polaschek, Chaitanya Joshi
Deep Learning Prior Distribution Eliciting Knowledge

January 20, 2025

A Metric Topology of Deep Learning for Data Classification
Jwo-Yuh Wu, Liang-Chi Huang, Wen-Hsuan Li, Chun-Hung Liu
Deep Learning Classification Problem

January 17, 2025

Disharmony: Forensics using Reverse Lighting Harmonization
Philip Wootaek Shin, Jack Sampson, Vijaykrishnan Narayanan, Andres Marquez, Mahantesh Halappanavar
Deep Learning Forensic Analysis Inter Vendor Harmonization Data Harmonization
Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions
Patrick Krauss, Achim Schilling
Deep Learning Authorship Analysis Text Distribution Writing Style Context Bigram
Deep Learning for Early Alzheimer Disease Detection with MRI Scans
Mohammad Rafsan, Tamer Oraby, Upal Roy, Sanjeev Kumar, Hansapani Rodrigo
Deep Learning Deep Learning Model Alzheimer'S Disease Dementia Detection MRI Scan AD Diagnosis Neurodegenerative Disease
Dendritic Localized Learning: Toward Biologically Plausible Algorithm
Changze Lv, Jingwen Xu, Yiyang Lu, Xiaohua Wang, Zhenghua Wang, Zhibo Xu, Di Yu, Xin Du, Xiaoqing Zheng, Xuanjing Huang
Neural Network Deep Learning Back Propagation Single Neuron Level Plausible Learning
Using Domain Knowledge with Deep Learning to Solve Applied Inverse Problems
Qinyi Tian, Winston Lindqwister, Manolis Veveakis, Laura E. Dalton
Deep Learning Domain Specific Domain Knowledge Related Problem Microstructural Feature

January 16, 2025

Coded Deep Learning: Framework and Algorithm
En-hui Yang, Shayan Mohajer Hamidi
Deep Learning New Framework Practical Algorithm Linear Compression Information Theoretic DNN Compression Soft Margin
LLM-Based Routing in Mixture of Experts: A Novel Framework for Trading
Kuan-Ming Liu (1), Ming-Chih Lo (2) ((1) National Chengchi University, College of Commerce, (2) National Yang Ming Chiao Tung University, College of Computer Science)
Large Language Model Deep Learning Mixture Component Expert Knowledge Mixture of Expert Novel Framework Routing Problem Financial Trading Financial Domain
Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection
Md Shofiqul Islama, Khondokar Fida Hasanc, Hasibul Hossain Shajeebd, Humayan Kabir Ranae, Md Saifur Rahmand, Md Munirul Hasanb, AKM Azadf, Ibrahim Abdullahg, Mohammad Ali Moni
Deep Learning Medical Diagnosis Comprehensive Review COVID 19 Detection Disease Diagnostics
Physics-informed deep learning for infectious disease forecasting
Ying Qian, Éric Marty, Avranil Basu, Eamon B. O'Dea, Xianqiao Wang, Spencer Fox, Pejman Rohani, John M. Drake, He Li
Deep Learning Forecasting Model Epidemic Forecasting PINN Method Gaussian State Space Model Infectious Disease

Deep Learning

Papers

SMART-Vision: Survey of Modern Action Recognition Techniques in Vision

Advanced deep architecture pruning using single filter performance

Growth strategies for arbitrary DAG neural architectures

Deep Learning Based Segmentation of Blood Vessels from H&E Stained Oesophageal Adenocarcinoma Whole-Slide Images

Early Detection and Classification of Breast Cancer Using Deep Learning Techniques

Fast-RF-Shimming: Accelerate RF Shimming in 7T MRI using Deep Learning

Aggrotech: Leveraging Deep Learning for Sustainable Tomato Disease Management

A Survey on Memory-Efficient Large-Scale Model Training in AI for Science

Data-driven Detection and Evaluation of Damages in Concrete Structures: Using Deep Learning and Computer Vision

Utilising Deep Learning to Elicit Expert Uncertainty

A Metric Topology of Deep Learning for Data Classification

Disharmony: Forensics using Reverse Lighting Harmonization

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions

Deep Learning for Early Alzheimer Disease Detection with MRI Scans

Dendritic Localized Learning: Toward Biologically Plausible Algorithm

Using Domain Knowledge with Deep Learning to Solve Applied Inverse Problems

Coded Deep Learning: Framework and Algorithm

LLM-Based Routing in Mixture of Experts: A Novel Framework for Trading

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection

Physics-informed deep learning for infectious disease forecasting