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Methods
> General
General
1070 methods • 474390 papers with code
Attention
Scaled Dot-Product Attention
17438 papers with code
Multi-Head Attention
17316 papers with code
Strided Attention
1350 papers with code
Fixed Factorized Attention
1349 papers with code
RAN
261 papers with code
See all 125 methods
Optimization
Adam
17201 papers with code
SGD
1732 papers with code
Adafactor
572 papers with code
RMSProp
426 papers with code
ADMM
353 papers with code
See all 96 methods
Attention Mechanisms
Scaled Dot-Product Attention
17438 papers with code
Strided Attention
1350 papers with code
Fixed Factorized Attention
1349 papers with code
RAN
261 papers with code
Dot-Product Attention
218 papers with code
See all 82 methods
Activation Functions
ReLU
9412 papers with code
GELU
8115 papers with code
Sigmoid Activation
6244 papers with code
Tanh Activation
5650 papers with code
Leaky ReLU
1179 papers with code
See all 74 methods
Stochastic Optimization
Adam
17201 papers with code
SGD
1732 papers with code
Adafactor
572 papers with code
RMSProp
426 papers with code
LAMB
178 papers with code
See all 62 methods
Regularization
Dropout
19617 papers with code
Label Smoothing
9746 papers with code
Weight Decay
7754 papers with code
Attention Dropout
7747 papers with code
Entropy Regularization
789 papers with code
See all 58 methods
Skip Connection Blocks
Residual Block
2704 papers with code
Bottleneck Residual Block
2045 papers with code
Inverted Residual Block
653 papers with code
Dense Block
437 papers with code
Non-Local Block
161 papers with code
See all 49 methods
Self-Supervised Learning
Inpainting
631 papers with code
MAE
411 papers with code
SimCLR
202 papers with code
Colorization
181 papers with code
MoCo
128 papers with code
See all 46 methods
Distributed Methods
Local SGD
58 papers with code
Parallax
47 papers with code
Gradient Sparsification
30 papers with code
IMPALA
15 papers with code
Chimera
9 papers with code
See all 43 methods
Attention Modules
Multi-Head Attention
17316 papers with code
Spatial Attention Module
177 papers with code
SAGAN Self-Attention Module
135 papers with code
Cross-Attention Module
81 papers with code
Blender
69 papers with code
See all 42 methods
Loss Functions
Focal Loss
404 papers with code
Cycle Consistency Loss
385 papers with code
Triplet Loss
373 papers with code
GAN Least Squares Loss
363 papers with code
InfoNCE
340 papers with code
See all 39 methods
Normalization
Layer Normalization
17255 papers with code
Batch Normalization
5601 papers with code
Instance Normalization
482 papers with code
Local Response Normalization
402 papers with code
Adaptive Instance Normalization
377 papers with code
See all 38 methods
Deep Tabular Learning
BiLSTM
587 papers with code
NON
267 papers with code
NODE
29 papers with code
TabNet
15 papers with code
TAPAS
9 papers with code
See all 29 methods
Semi-Supervised Learning Methods
MoCo
128 papers with code
Contrastive Predictive Coding
95 papers with code
FixMatch
73 papers with code
Noisy Student
31 papers with code
MoCo v2
28 papers with code
See all 27 methods
Neural Architecture Search
Capsule Network
173 papers with code
DARTS
129 papers with code
Differentiable NAS
35 papers with code
Neural Architecture Search
21 papers with code
ProxylessNAS
17 papers with code
See all 20 methods
Clustering
k-Means Clustering
651 papers with code
Spectral Clustering
451 papers with code
SOM
90 papers with code
Coresets
82 papers with code
Ensemble Clustering
13 papers with code
See all 19 methods
Adversarial Training
GAIL
35 papers with code
AdvProp
6 papers with code
Singular Value Clipping
3 papers with code
DiffAugment
3 papers with code
SimAug
3 papers with code
See all 17 methods
Feedforward Networks
Dense Connections
20973 papers with code
Linear Layer
17745 papers with code
Position-Wise Feed-Forward Layer
9496 papers with code
Feedforward Network
1128 papers with code
Adapter
538 papers with code
See all 16 methods
Data Parallel Methods
Local SGD
58 papers with code
Gradient Sparsification
30 papers with code
ZeRO
6 papers with code
Accordion
3 papers with code
PowerSGD
3 papers with code
See all 16 methods
Interpretability
SHAP
329 papers with code
LIME
280 papers with code
CAM
207 papers with code
Monte Carlo Dropout
147 papers with code
Visual Analytics
39 papers with code
See all 16 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 16 methods
Miscellaneous Components
Auxiliary Classifier
357 papers with code
Highway Layer
95 papers with code
Channel Shuffle
75 papers with code
PixelShuffle
40 papers with code
Scatter Connection
10 papers with code
See all 14 methods
Adaptive Activation Functions
Swish
327 papers with code
LEAF
52 papers with code
modReLU
5 papers with code
Rational Activation function
3 papers with code
NFN
2 papers with code
See all 14 methods
Learning Rate Schedules
Linear Warmup With Linear Decay
5195 papers with code
Cosine Annealing
2638 papers with code
Linear Warmup With Cosine Annealing
2505 papers with code
Inverse Square Root Schedule
550 papers with code
Exponential Decay
83 papers with code
See all 13 methods
Large Batch Optimization
Adam
17201 papers with code
Adafactor
572 papers with code
LAMB
178 papers with code
AdaGrad
165 papers with code
LARS
66 papers with code
See all 13 methods
Knowledge Distillation
Knowledge Distillation
2237 papers with code
Ontology
395 papers with code
SFT
86 papers with code
STD
18 papers with code
Hydra
15 papers with code
See all 11 methods
AutoML
Feature Selection
1214 papers with code
HPO
120 papers with code
MDL
84 papers with code
AutoParsimony
13 papers with code
VEGA
3 papers with code
See all 10 methods
Output Functions
Softmax
22475 papers with code
Heatmap
335 papers with code
Mixture of Logistic Distributions
156 papers with code
Adaptive Softmax
65 papers with code
EVM
24 papers with code
See all 10 methods
Non-Parametric Regression
Gaussian Process
2075 papers with code
SVM
1621 papers with code
k-NN
169 papers with code
GAM
43 papers with code
MFEC
2 papers with code
See all 9 methods
Model Parallel Methods
Chimera
9 papers with code
GPipe
7 papers with code
GShard
6 papers with code
Tofu
6 papers with code
PipeDream
4 papers with code
See all 9 methods
Hybrid Parallel Methods
Parallax
47 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
Fine-Tuning
Discriminative Fine-Tuning
1228 papers with code
Virtual Data Augmentation
3 papers with code
ERNIE-GEN
1 papers with code
Child-Tuning
1 papers with code
Spectral DeTuning
1 papers with code
See all 8 methods
Initialization
Kaiming Initialization
2550 papers with code
Xavier Initialization
106 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
438 papers with code
Projection Discriminator
133 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
15 papers with code
PISA
12 papers with code
OHEM
7 papers with code
IoU-Balanced Sampling
5 papers with code
See all 7 methods
Meta-Learning Algorithms
MAML
213 papers with code
MeRL
9 papers with code
OCD
5 papers with code
Meta-augmentation
4 papers with code
MEND
4 papers with code
See all 7 methods
Dimensionality Reduction
PCA
1122 papers with code
Variational Inference
634 papers with code
LDA
409 papers with code
AE
225 papers with code
ICA
216 papers with code
See all 7 methods
Robust Training
DEQ
34 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
104 papers with code
ViLBERT
30 papers with code
VideoBERT
3 papers with code
CV-MIM
2 papers with code
Playstyle Distance
1 papers with code
See all 6 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 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
Working Memory Models
Memory Network
391 papers with code
Neural Turing Machine
21 papers with code
Dynamic Memory Network
18 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
94 papers with code
Metropolis Hastings
10 papers with code
reSGLD
2 papers with code
CSGLD
2 papers with code
See all 5 methods
Active Learning
BASE
3168 papers with code
EWC
52 papers with code
Snapshot Ensembles
7 papers with code
ALDEN
1 papers with code
CEAL
See all 5 methods
Robustness Methods
Randomized Smoothing
116 papers with code
Denoised Smoothing
6 papers with code
Fishr
2 papers with code
Randomized Deletion
1 papers with code
See all 5 methods
Position Embeddings
Absolute Position Encodings
9399 papers with code
Relative Position Encodings
35 papers with code
ALiBi
11 papers with code
Rotary Embeddings
6 papers with code
Conditional Positional Encoding
4 papers with code
See all 5 methods
Recommendation Systems
LightGCN
36 papers with code
CPE
18 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
7 papers with code
Embedded Dot Product Affinity
1 papers with code
Concatenation Affinity
1 papers with code
Gaussian Affinity
See all 5 methods
Fourier-related Transforms
Discrete Cosine Transform
166 papers with code
Characteristic Functions
6 papers with code
MCKERNEL
2 papers with code
timecausgabor
1 papers with code
discgabor
1 papers with code
See all 5 methods
Hyperparameter Search
Random Search
219 papers with code
DAC
50 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
2075 papers with code
SVM
1621 papers with code
k-NN
169 papers with code
MFF
11 papers with code
See all 4 methods
Generalized Linear Models
Logistic Regression
1534 papers with code
Linear Regression
1340 papers with code
Procrustes
60 papers with code
See all 4 methods
Asynchronous Pipeline Parallel
PipeDream
4 papers with code
PipeDream-2BW
3 papers with code
PipeMare
1 papers with code
Pipelined Backpropagation
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
Model Compression
Pruning
2746 papers with code
Soups
13 papers with code
NNCF
2 papers with code
CORAD
1 papers with code
See all 4 methods
Information Retrieval Methods
TILDEv2
3 papers with code
SERAC
3 papers with code
ReInfoSelect
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
47 papers with code
Herring
4 papers with code
BytePS
1 papers with code
HetPipe
See all 4 methods
Skip Connections
Residual Connection
20768 papers with code
Concatenated Skip Connection
2600 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
Lifelong Learning
Self-Learning
172 papers with code
LIMix
1 papers with code
CLASSP
1 papers with code
See all 3 methods
Structured Prediction
CRF
448 papers with code
LTLS
2 papers with code
DMVFN
1 papers with code
See all 3 methods
Markov Chain Monte Carlo
Metropolis Hastings
10 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
Ensembling
MoE
24 papers with code
EMEA
2 papers with code
See all 3 methods
Prompt Engineering
CoT Prompting
41 papers with code
CoOp
18 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
Parameter Norm Penalties
Weight Decay
7754 papers with code
L1 Regularization
70 papers with code
ROME
17 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
Adaptive Computation
PonderNet
3 papers with code
AdaptiveBins
2 papers with code
PoAPL
1 papers with code
See all 3 methods
Intra-Layer Parallel
GShard
6 papers with code
Tofu
6 papers with code
Mesh-TensorFlow
2 papers with code
See all 3 methods
Sharded Data Parallel Methods
ZeRO
6 papers with code
ZeRO-Infinity
1 papers with code
ZeRO-Offload
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
Inference Attack
Canvas Method
1 papers with code
Spectral DeTuning
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
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
134 papers with code
Latent Optimisation
13 papers with code
Polya-Gamma Augmentation
6 papers with code
See all 3 methods
Augmented Reality Methods
ACGPN
3 papers with code
ARShoe
1 papers with code
See all 2 methods
Negative Sampling
Self-Adversarial Negative Sampling
26 papers with code
MBS
4 papers with code
See all 2 methods
Generalized Additive Models
NAM
12 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
43 papers with code
See all 2 methods
Synchronous Pipeline Parallel
Chimera
9 papers with code
GPipe
7 papers with code
See all 2 methods
Inference Engines
Mobile Neural Network
3 papers with code
See all 2 methods
Kernel Methods
NTK
196 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
637 papers with code
QuantTree
3 papers with code
See all 2 methods
Self-Training Methods
STraTA
1 papers with code
self-mem + new data
1 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
59 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
2 papers with code
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
214 papers with code
See all 1 methods
Distillation
SFT
86 papers with code
See all 1 methods
Probability distribution representation
kdm
3 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
7 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
3 papers with code
See all 1 methods
Learning to Rank Models
DCN-V2
3 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
Twin Networks
Siamese Network
308 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
