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Methods
> General
General
1042 methods • 411065 papers with code
Attention
Scaled Dot-Product Attention
14737 papers with code
Multi-Head Attention
14660 papers with code
Fixed Factorized Attention
1005 papers with code
Strided Attention
993 papers with code
RAN
235 papers with code
See all 124 methods
Optimization
Adam
14595 papers with code
SGD
1646 papers with code
Adafactor
500 papers with code
RMSProp
409 papers with code
ADMM
337 papers with code
See all 96 methods
Attention Mechanisms
Scaled Dot-Product Attention
14737 papers with code
Fixed Factorized Attention
1005 papers with code
Strided Attention
993 papers with code
RAN
235 papers with code
Dot-Product Attention
209 papers with code
See all 82 methods
Activation Functions
ReLU
8949 papers with code
GELU
7073 papers with code
Sigmoid Activation
5967 papers with code
Tanh Activation
5427 papers with code
Leaky ReLU
1097 papers with code
See all 71 methods
Stochastic Optimization
Adam
14595 papers with code
SGD
1646 papers with code
Adafactor
500 papers with code
RMSProp
409 papers with code
LAMB
171 papers with code
See all 62 methods
Regularization
Dropout
16954 papers with code
Label Smoothing
7928 papers with code
Attention Dropout
6758 papers with code
Weight Decay
6754 papers with code
Entropy Regularization
444 papers with code
See all 56 methods
Skip Connection Blocks
Residual Block
2621 papers with code
Bottleneck Residual Block
1998 papers with code
Inverted Residual Block
619 papers with code
Dense Block
415 papers with code
Non-Local Block
160 papers with code
See all 49 methods
Self-Supervised Learning
Inpainting
504 papers with code
MAE
325 papers with code
SimCLR
180 papers with code
Colorization
162 papers with code
MoCo
120 papers with code
See all 46 methods
Distributed Methods
Local SGD
56 papers with code
Parallax
40 papers with code
Gradient Sparsification
28 papers with code
IMPALA
15 papers with code
Chimera
7 papers with code
See all 43 methods
Attention Modules
Multi-Head Attention
14660 papers with code
Spatial Attention Module
165 papers with code
SAGAN Self-Attention Module
135 papers with code
Cross-Attention Module
63 papers with code
Channel Attention Module
57 papers with code
See all 42 methods
Loss Functions
Focal Loss
393 papers with code
Cycle Consistency Loss
359 papers with code
Triplet Loss
355 papers with code
GAN Least Squares Loss
337 papers with code
InfoNCE
309 papers with code
See all 38 methods
Normalization
Layer Normalization
14568 papers with code
Batch Normalization
5323 papers with code
Instance Normalization
444 papers with code
Local Response Normalization
395 papers with code
Adaptive Instance Normalization
343 papers with code
See all 38 methods
Deep Tabular Learning
BiLSTM
568 papers with code
NON
231 papers with code
NODE
29 papers with code
TabNet
12 papers with code
TAPAS
9 papers with code
See all 28 methods
Semi-Supervised Learning Methods
MoCo
120 papers with code
Contrastive Predictive Coding
88 papers with code
FixMatch
66 papers with code
Noisy Student
27 papers with code
MoCo v2
26 papers with code
See all 27 methods
Neural Architecture Search
Capsule Network
168 papers with code
DARTS
123 papers with code
Differentiable NAS
40 papers with code
ProxylessNAS
17 papers with code
Neural Architecture Search
16 papers with code
See all 20 methods
Clustering
k-Means Clustering
608 papers with code
Spectral Clustering
434 papers with code
SOM
83 papers with code
Coresets
77 papers with code
Ensemble Clustering
13 papers with code
See all 19 methods
Adversarial Training
GAIL
33 papers with code
AdvProp
6 papers with code
Singular Value Clipping
3 papers with code
SimAug
3 papers with code
CIDA
3 papers with code
See all 17 methods
Feedforward Networks
Dense Connections
18061 papers with code
Linear Layer
14953 papers with code
Position-Wise Feed-Forward Layer
7692 papers with code
Feedforward Network
1025 papers with code
Adapter
363 papers with code
See all 16 methods
Data Parallel Methods
Local SGD
56 papers with code
Gradient Sparsification
28 papers with code
ZeRO
5 papers with code
Accordion
3 papers with code
PowerSGD
3 papers with code
See all 16 methods
Interpretability
SHAP
279 papers with code
LIME
247 papers with code
CAM
183 papers with code
Monte Carlo Dropout
138 papers with code
NAM
11 papers with code
See all 15 methods
Domain Adaptation
DANCE
8 papers with code
Source Hypothesis Transfer
3 papers with code
MSGAN
2 papers with code
SIFA
2 papers with code
SymmNet
2 papers with code
See all 15 methods
Miscellaneous Components
Auxiliary Classifier
341 papers with code
Highway Layer
92 papers with code
Channel Shuffle
73 papers with code
PixelShuffle
38 papers with code
Scatter Connection
9 papers with code
See all 14 methods
Large Batch Optimization
Adam
14595 papers with code
Adafactor
500 papers with code
LAMB
171 papers with code
AdaGrad
152 papers with code
LARS
61 papers with code
See all 13 methods
Adaptive Activation Functions
Swish
311 papers with code
LEAF
16 papers with code
modReLU
5 papers with code
Rational Activation function
3 papers with code
NFN
2 papers with code
See all 13 methods
Learning Rate Schedules
Linear Warmup With Linear Decay
4773 papers with code
Cosine Annealing
2063 papers with code
Linear Warmup With Cosine Annealing
1948 papers with code
Inverse Square Root Schedule
481 papers with code
Exponential Decay
72 papers with code
See all 12 methods
Knowledge Distillation
Knowledge Distillation
1955 papers with code
Ontology
305 papers with code
SFT
34 papers with code
Hydra
13 papers with code
STD
13 papers with code
See all 11 methods
Output Functions
Softmax
19453 papers with code
Heatmap
311 papers with code
Mixture of Logistic Distributions
152 papers with code
Adaptive Softmax
63 papers with code
Sparsemax
22 papers with code
See all 10 methods
AutoML
Feature Selection
1083 papers with code
HPO
105 papers with code
MDL
79 papers with code
VEGA
3 papers with code
AutoML-Zero
2 papers with code
See all 9 methods
Model Parallel Methods
Chimera
7 papers with code
GPipe
6 papers with code
GShard
5 papers with code
Tofu
4 papers with code
PipeDream
3 papers with code
See all 9 methods
Hybrid Parallel Methods
Parallax
40 papers with code
Herring
4 papers with code
FastMoE
2 papers with code
BytePS
1 papers with code
E2EAdaptiveDistTraining
1 papers with code
See all 9 methods
Initialization
Kaiming Initialization
2391 papers with code
Xavier Initialization
103 papers with code
SkipInit
2 papers with code
Fixup Initialization
2 papers with code
T-Fixup
2 papers with code
See all 7 methods
Discriminators
PatchGAN
402 papers with code
Projection Discriminator
134 papers with code
Window-based Discriminator
14 papers with code
NIMA
8 papers with code
Multiple Random Window Discriminator
2 papers with code
See all 7 methods
Prioritized Sampling
ATSS
14 papers with code
PISA
10 papers with code
OHEM
7 papers with code
IoU-Balanced Sampling
5 papers with code
See all 7 methods
Non-Parametric Regression
Gaussian Process
1958 papers with code
SVM
1556 papers with code
k-NN
162 papers with code
GAM
41 papers with code
MFEC
2 papers with code
See all 7 methods
Dimensionality Reduction
PCA
1073 papers with code
Variational Inference
570 papers with code
LDA
394 papers with code
AE
205 papers with code
ICA
204 papers with code
See all 7 methods
Robust Training
DEQ
32 papers with code
ELR
6 papers with code
Self-adaptive Training
4 papers with code
CW-ERM
1 papers with code
See all 7 methods
Representation Learning
MIM
89 papers with code
ViLBERT
28 papers with code
VideoBERT
3 papers with code
CV-MIM
2 papers with code
Playstyle Distance
1 papers with code
See all 6 methods
Meta-Learning Algorithms
MAML
205 papers with code
MeRL
7 papers with code
Meta-augmentation
4 papers with code
OCD
4 papers with code
KIP
3 papers with code
See all 6 methods
2D Parallel Distributed Methods
FastMoE
2 papers with code
PipeTransformer
1 papers with code
E2EAdaptiveDistTraining
1 papers with code
See all 5 methods
Fine-Tuning
Discriminative Fine-Tuning
968 papers with code
Virtual Data Augmentation
3 papers with code
ERNIE-GEN
1 papers with code
Child-Tuning
1 papers with code
See all 5 methods
Working Memory Models
Memory Network
379 papers with code
Neural Turing Machine
21 papers with code
Dynamic Memory Network
17 papers with code
End-To-End Memory Network
2 papers with code
Recurrent Entity Network
2 papers with code
See all 5 methods
Approximate Inference
ABC
78 papers with code
Metropolis Hastings
9 papers with code
reSGLD
2 papers with code
CSGLD
2 papers with code
See all 5 methods
Robustness Methods
Randomized Smoothing
108 papers with code
Denoised Smoothing
5 papers with code
Fishr
2 papers with code
Randomized Deletion
1 papers with code
See all 5 methods
Position Embeddings
Absolute Position Encodings
7606 papers with code
Relative Position Encodings
33 papers with code
ALiBi
7 papers with code
Rotary Embeddings
6 papers with code
Conditional Positional Encoding
3 papers with code
See all 5 methods
Recommendation Systems
LightGCN
34 papers with code
CPE
16 papers with code
ComiRec
3 papers with code
SmeLU
2 papers with code
FM with splines
1 papers with code
See all 5 methods
Affinity Functions
Embedded Gaussian Affinity
6 papers with code
Embedded Dot Product Affinity
1 papers with code
Concatenation Affinity
1 papers with code
Gaussian Affinity
See all 5 methods
Adversarial Attacks
G-NIA
1 papers with code
Morphence
1 papers with code
Fast Minimum-Norm Attack
1 papers with code
Adversarial Solarization
1 papers with code
RandSol
1 papers with code
See all 5 methods
Hyperparameter Search
Random Search
207 papers with code
DAC
43 papers with code
Population Based Training
18 papers with code
Differentiable Hyperparameter Search
1 papers with code
See all 4 methods
Non-Parametric Classification
Gaussian Process
1958 papers with code
SVM
1556 papers with code
k-NN
162 papers with code
MFF
11 papers with code
See all 4 methods
Generalized Linear Models
Logistic Regression
1432 papers with code
Linear Regression
1252 papers with code
Procrustes
57 papers with code
See all 4 methods
Asynchronous Pipeline Parallel
PipeDream
3 papers with code
PipeDream-2BW
2 papers with code
PipeMare
1 papers with code
Pipelined Backpropagation
1 papers with code
See all 4 methods
Active Learning
BASE
2468 papers with code
EWC
48 papers with code
Snapshot Ensembles
7 papers with code
ALDEN
1 papers with code
See all 4 methods
Replicated Data Parallel
PyTorch DDP
2 papers with code
BAGUA
1 papers with code
ByteScheduler
1 papers with code
DABMD
1 papers with code
See all 4 methods
SLAM Methods
DROID-SLAM
4 papers with code
NICE-SLAM
4 papers with code
NeuralRecon
2 papers with code
VDO-SLAM
1 papers with code
See all 4 methods
Quantum Methods
gCANS
2 papers with code
VQSVD
1 papers with code
VTDE
1 papers with code
Variational Entanglement Detection
1 papers with code
See all 4 methods
Parameter Server Methods
Parallax
40 papers with code
Herring
4 papers with code
BytePS
1 papers with code
HetPipe
See all 4 methods
Skip Connections
Residual Connection
17866 papers with code
Concatenated Skip Connection
2328 papers with code
Zero-padded Shortcut Connection
8 papers with code
Deactivable Skip Connection
1 papers with code
See all 4 methods
Rule-based systems
WFST
6 papers with code
Symbolic rule learning
4 papers with code
SAFRAN
2 papers with code
See all 3 methods
Structured Prediction
CRF
437 papers with code
LTLS
2 papers with code
DMVFN
1 papers with code
See all 3 methods
Markov Chain Monte Carlo
Metropolis Hastings
9 papers with code
CSGLD
2 papers with code
reSGLD
2 papers with code
See all 3 methods
Auto Parallel Methods
AutoSync
1 papers with code
KungFu
FlexFlow
See all 3 methods
Prompt Engineering
CoT Prompting
28 papers with code
CoOp
15 papers with code
KnowPrompt
6 papers with code
See all 3 methods
Variational Optimization
GECO
8 papers with code
Residual Normal Distribution
5 papers with code
ASVI
2 papers with code
See all 3 methods
Gated Linear Networks
GLN
7 papers with code
G-GLN
1 papers with code
G-GLN Neuron
1 papers with code
See all 3 methods
Intra-Layer Parallel
GShard
5 papers with code
Tofu
4 papers with code
Mesh-TensorFlow
2 papers with code
See all 3 methods
Sharded Data Parallel Methods
ZeRO
5 papers with code
ZeRO-Infinity
1 papers with code
ZeRO-Offload
1 papers with code
See all 3 methods
Model Compression
Pruning
2477 papers with code
NNCF
2 papers with code
CORAD
1 papers with code
See all 3 methods
Feature Matching
Good Feature Matching
1 papers with code
MaskFlownet
1 papers with code
Reliability Balancing
1 papers with code
See all 3 methods
Information Bottleneck
Aggregated Learning
1 papers with code
ReInfoSelect
1 papers with code
See all 3 methods
Pruning
Movement Pruning
4 papers with code
HRank
1 papers with code
Spectral-Normalized Identity Priors
1 papers with code
See all 3 methods
Information Retrieval Methods
TILDEv2
3 papers with code
ReInfoSelect
1 papers with code
See all 3 methods
Asynchronous Data Parallel
Crossbow
2 papers with code
SlowMo
1 papers with code
Wavelet Distributed Training
See all 3 methods
Robotic Manipulation Models
VSF
3 papers with code
myGym
1 papers with code
See all 3 methods
Action Recognition Blocks
TPN
5 papers with code
G3D
1 papers with code
See all 3 methods
Latent Variable Sampling
Truncation Trick
135 papers with code
Latent Optimisation
13 papers with code
Polya-Gamma Augmentation
6 papers with code
See all 3 methods
Fourier-related Transforms
Discrete Cosine Transform
154 papers with code
Characteristic Functions
3 papers with code
MCKERNEL
2 papers with code
See all 3 methods
Lifelong Learning
Self-Learning
154 papers with code
LIMix
1 papers with code
See all 2 methods
Ensembling
EMEA
2 papers with code
See all 2 methods
Augmented Reality Methods
ACGPN
3 papers with code
ARShoe
1 papers with code
See all 2 methods
Negative Sampling
Self-Adversarial Negative Sampling
24 papers with code
MBS
3 papers with code
See all 2 methods
Generalized Additive Models
NAM
11 papers with code
Base Boosting
2 papers with code
See all 2 methods
Hybrid Optimization
MEUZZ
1 papers with code
HFPSO
See all 2 methods
Distributions
Gumbel Softmax
40 papers with code
See all 2 methods
Parameter Norm Penalties
Weight Decay
6754 papers with code
L1 Regularization
63 papers with code
See all 2 methods
Synchronous Pipeline Parallel
Chimera
7 papers with code
GPipe
6 papers with code
See all 2 methods
Adaptive Computation
PonderNet
3 papers with code
AdaptiveBins
2 papers with code
See all 2 methods
Inference Attack
Canvas Method
1 papers with code
See all 2 methods
Inference Engines
Mobile Neural Network
3 papers with code
See all 2 methods
Kernel Methods
NTK
182 papers with code
StreaMRAK
1 papers with code
See all 2 methods
Control and Decision Systems
PPMC
1 papers with code
GA-PID/NN-PID
See all 2 methods
Manifold Disentangling
GEOMANCER
1 papers with code
See all 2 methods
Leadership Inference
FLICA
3 papers with code
See all 2 methods
Distribution Approximation
Normalizing Flows
590 papers with code
QuantTree
3 papers with code
See all 2 methods
Network Shrinking
TinyNet
4 papers with code
NetAdapt
3 papers with code
See all 2 methods
Factorization Machines
FEFM
1 papers with code
FM with splines
1 papers with code
See all 2 methods
Out-of-Distribution Example Detection
DIME
4 papers with code
See all 1 methods
Global Context Modules
Hamburger
1 papers with code
See all 1 methods
Parameter Sharing
Weight Tying
58 papers with code
See all 1 methods
Genetic Algorithm
See all 1 methods
Theorem Proving Models
NeuroTactic
1 papers with code
See all 1 methods
Playstyle
Playstyle Distance
1 papers with code
See all 1 methods
Diffusion Models
LSDM
See all 1 methods
Spreadsheet Formula Prediction Models
SpreadsheetCoder
1 papers with code
See all 1 methods
Momentum Rules
Demon
10 papers with code
See all 1 methods
Tabular Data Generation
CTAB-GAN
2 papers with code
See all 1 methods
Distributed Communication
Blink Communication
1 papers with code
See all 1 methods
Bijective Transformation
Affine Coupling
201 papers with code
See all 1 methods
Distillation
SFT
34 papers with code
See all 1 methods
Geometric Matching
CHM
4 papers with code
See all 1 methods
Sample Re-Weighting
Fast Sample Re-Weighting
1 papers with code
See all 1 methods
Cache Replacement Models
Parrot
6 papers with code
See all 1 methods
Generalization
Distributional Generalization
3 papers with code
See all 1 methods
Confidence Calibration
CCAC
2 papers with code
See all 1 methods
Confidence Estimators
MACEst
1 papers with code
See all 1 methods
Long-Range Interaction Layers
Lambda Layer
2 papers with code
See all 1 methods
Hybrid Fuzzing
MEUZZ
1 papers with code
See all 1 methods
Binary Neural Networks
BiDet
1 papers with code
See all 1 methods
Bot Detection
BIMAN
1 papers with code
See all 1 methods
Rule Learners
GPFL
2 papers with code
See all 1 methods
Learning to Rank Models
DCN-V2
2 papers with code
See all 1 methods
Sparsity
Neural Tangent Transfer
1 papers with code
See all 1 methods
Position Recovery Models
PRNet+
1 papers with code
See all 1 methods
Table Parsing Models
Cycle-CenterNet
1 papers with code
See all 1 methods
Mixture-of-Experts
DSelect-k
2 papers with code
See all 1 methods
Mesh-Based Simulation Models
MeshGraphNet
2 papers with code
See all 1 methods
Statistical Inference
Estimation Statistics
1 papers with code
See all 1 methods
Air Quality Forecasting
GAGNN
1 papers with code
See all 1 methods
Self-Training Methods
STraTA
1 papers with code
See all 1 methods
Twin Networks
Siamese Network
297 papers with code
See all 1 methods
Incident Aggregation Models
GRLIA
1 papers with code
See all 1 methods
Label Correction
Label Quality Model
1 papers with code
See all 1 methods
Ternarization
Ternary Weight Splitting
1 papers with code
See all 1 methods
Fuzzy Logic
NFN
2 papers with code
See all 1 methods
