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.
3874papers
Papers - Page 5
March 10, 2025
Evaluating LLaMA 3.2 for Software Vulnerability Detection
Focused Blind Switching Manipulation Based on Constrained and Regional Touch States of Multi-Fingered Hand Using Deep Learning
Split-n-Chain: Privacy-Preserving Multi-Node Split Learning with Blockchain-Based Auditability
Analysis of 3D Urticaceae Pollen Classification Using Deep Learning Models
A Deep Learning Architecture for Land Cover Mapping Using Spatio-Temporal Sentinel-1 Features
Improving Deep Ensembles by Estimating Confusion Matrices
SHAP-Integrated Convolutional Diagnostic Networks for Feature-Selective Medical Analysis
March 8, 2025
Advancing Autonomous Vehicle Intelligence: Deep Learning and Multimodal LLM for Traffic Sign Recognition and Robust Lane Detection
ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm
A Label-Free High-Precision Residual Moveout Picking Method for Travel Time Tomography based on Deep Learning
March 7, 2025
March 6, 2025
Energy-Latency Attacks: A New Adversarial Threat to Deep Learning
No Forgetting Learning: Memory-free Continual Learning
PSDNorm: Test-Time Temporal Normalization for Deep Learning on EEG Signals
FUSE: First-Order and Second-Order Unified SynthEsis in Stochastic Optimization
CrowdHMTware: A Cross-level Co-adaptation Middleware for Context-aware Mobile DL Deployment