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Methods
Areas are in Papers with Code's order; each shows its 5 largest collections by tagged papers, and the area page lists all of them. A paper counts once per collection however many of the collection's methods it is tagged with.
General
957 methods · 131 collections · 111,195 papersOutput Functions
10 methods · 38,029 papers
Normalization
38 methods · 32,100 papers
Attention Mechanisms
62 methods · 32,081 papers
Feedforward Networks
15 methods · 31,202 papers
Skip Connections
4 methods · 31,178 papers
5 shown of 131 collections in General →
Computer Vision
875 methods · 117 collections · 52,857 papersConvolutions
43 methods · 20,128 papers
Image Generation Models
12 methods · 13,867 papers
Pooling Operations
17 methods · 8,860 papers
Vision and Language Pre-Trained Models
30 methods · 8,661 papers
Image Model Blocks
83 methods · 4,655 papers
5 shown of 117 collections in Computer Vision →
Natural Language Processing
211 methods · 47 collections · 54,590 papersTransformers
85 methods · 38,673 papers
Language Models
51 methods · 25,913 papers
Subword Segmentation
5 methods · 23,698 papers
Autoregressive Transformers
13 methods · 15,683 papers
Autoencoding Transformers
19 methods · 7,853 papers
5 shown of 47 collections in Natural Language Processing →
Reinforcement Learning
105 methods · 28 collections · 5,935 papersOff-Policy TD Control
5 methods · 1,854 papers
Policy Gradient Methods
23 methods · 1,633 papers
Replay Memory
2 methods · 933 papers
Value Function Estimation
6 methods · 610 papers
Q-Learning Networks
9 methods · 532 papers
5 shown of 28 collections in Reinforcement Learning →
Audio
53 methods · 12 collections · 502 papersGenerative Audio Models
15 methods · 331 papers
Text-to-Speech Models
11 methods · 116 papers
Phase Reconstruction
2 methods · 78 papers
Speech Synthesis Blocks
1 method · 65 papers
Speech Recognition
3 methods · 43 papers
5 shown of 12 collections in Audio →
Sequential
81 methods · 11 collections · 8,937 papersRecurrent Neural Networks
32 methods · 6,060 papers
Sequence To Sequence Models
16 methods · 3,175 papers
Time Series Analysis
12 methods · 285 papers
Temporal Convolutions
7 methods · 263 papers
Bidirectional Recurrent Neural Networks
4 methods · 134 papers
5 shown of 11 collections in Sequential →
Graphs
121 methods · 4 collections · 12,394 papersGraph Representation Learning
15 methods · 9,583 papers
Graph Models
64 methods · 2,467 papers
Graph Embeddings
44 methods · 951 papers
Graph Data Augmentation
2 methods · 1 paper
Collections without an area
2 collections in the archive carry no area.
Pre-Fine-Tuning Weight Recovery
1 method · 1 paper
Weakly supervised learning
1 method · 1 paper
Methods without a collection
12 methods in the archive belong to no collection, so no area or category page lists them.