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Deep Learning
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Model Architecture
4351 directly classified papers
Papers per year
2006: 1
2008: 1
2009: 1
2010: 1
2013: 5
2014: 5
2015: 22
2016: 57
2017: 124
2018: 231
2019: 415
2020: 405
2021: 617
2022: 503
2023: 619
2024: 584
2025: 505
2026: 255
Papers
Rectified Binary Convolutional Networks for Enhancing the Performance of 1-bit DCNNs
IJCAI 2019
Dynamic Feature Fusion for Semantic Edge Detection
IJCAI 2019
Manifold Mixup: Better Representations by Interpolating Hidden States
ICML 2019
Rethinking Complex Neural Network Architectures for Document Classification
NAACL 2019
Pushing the Envelope for RGB-Based Dense 3D Hand Pose Estimation via Neural Rendering
CVPR 2019
A fully differentiable beam search decoder
ICML 2019
Pointing Novel Objects in Image Captioning
CVPR 2019
QATM: Quality-Aware Template Matching for Deep Learning
CVPR 2019
Pixel-Adaptive Convolutional Neural Networks
CVPR 2019
Second-Order Attention Network for Single Image Super-Resolution
CVPR 2019
Modulating Image Restoration With Continual Levels via Adaptive Feature Modification Layers
CVPR 2019
Attention Branch Network: Learning of Attention Mechanism for Visual Explanation
CVPR 2019
Complete the Look: Scene-Based Complementary Product Recommendation
CVPR 2019
A Structured Model for Action Detection
CVPR 2019
The Lower The Simpler: Simplifying Hierarchical Recurrent Models
NAACL 2019
Dialogue Act Classification with Context-Aware Self-Attention
NAACL 2019
Align, Attend and Locate: Chest X-Ray Diagnosis via Contrast Induced Attention Network With Limited Supervision
ICCV 2019
Learning Trajectory Dependencies for Human Motion Prediction
ICCV 2019
Entangled Transformer for Image Captioning
ICCV 2019
Collect and Select: Semantic Alignment Metric Learning for Few-Shot Learning
ICCV 2019
CondConv: Conditionally Parameterized Convolutions for Efficient Inference
NIPS 2019
Global Sparse Momentum SGD for Pruning Very Deep Neural Networks
NIPS 2019
Area Attention
ICML 2019
Evaluating Lottery Tickets Under Distributional Shifts
EMNLP 2019
NeuronBlocks: Building Your NLP DNN Models Like Playing Lego
EMNLP 2019
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