19 Understanding GAN loss function 2017-06-13T10:50:56.343

12 How do generative adversarial networks work? 2016-10-24T11:42:28.893

7 Do GANs come under supervised learning or unsupervised learning? 2018-11-10T02:38:22.483

7 Understanding notation of Goodfellow's GAN objective function 2019-04-12T20:53:48.807

7 Why is it called Latent Vector? 2019-05-24T07:04:47.830

6 How does the generator in GAN's work? 2020-01-17T09:01:14.650

5 What is an "adversarial attack" 2018-12-31T07:27:15.720

5 Isn't deep fake detection bound to fail? 2019-11-13T12:40:50.143

5 Context-based gap-fill face posture-mapper GAN 2019-11-13T19:35:12.587

5 Can GANs be used to generate something other than images? 2020-07-22T12:02:21.933

5 Why don't we use auto-encoders instead of GANs? 2020-08-31T18:45:53.633

4 What kind of algorithm is used by StackGAN to generate realistic images from text? 2017-01-02T19:39:16.703

4 Are deep learning models suitable for training with sparse data? 2018-08-01T08:23:22.073

4 Class Restriction in Generative Adversarial Networks 2018-10-27T15:45:28.137

4 Using GAN's to generate dataset for CNN training 2019-01-31T10:35:34.240

4 How is G(z) related to x in GAN proof? 2019-06-15T23:16:55.513

4 Why does a Lipschitz continuous discriminator in GANs assure statistical boundedness? 2019-11-12T15:57:44.070

3 How to use a Generative Adversarial Network to generate images for developmental analysis? 2018-09-09T05:11:33.703

3 Why use the output of the generator to train the discriminator in a GAN? 2019-05-18T09:41:11.200

3 Why AI is (or not) a good option for the generation of random numbers? 2019-11-21T13:10:13.240

2 Using two generative adversarial nets to classify articles - what is a good approach? 2018-08-14T10:35:42.207

2 Why do we use $D(x \mid y)$ and not $D(x,y)$ in conditional generative adversarial networks? 2018-09-15T06:05:05.613

2 Why doesn't VAE suffer mode collapse? 2018-11-09T14:17:08.837

2 How do GANs create an image with specific characteristics? 2019-05-29T23:12:22.280

2 Can GANs be used to generate matching pairs to inputs? 2019-06-08T15:50:42.047

2 How important is architectural similarity between the discriminator and generator of a GAN? 2019-06-10T20:25:12.240

2 What is the purpose of the noise injection in the generator network of a GAN? 2019-07-24T11:52:05.077

2 How to generate the original image from feature set? 2019-08-22T19:50:45.020

2 How does InfoGAN learn latent categorical codes on MNIST 2019-08-26T17:00:41.613

2 How to train a transformer text-to-text model on counterexamples? 2019-10-03T16:14:22.313

2 How to implement loss function of H-GAN model 2019-10-27T12:52:22.367

2 How exactly does adversarial training help in handling mode-collapse in generative networks? 2019-11-11T16:09:48.093

2 How does deepfake technology work with multiple people in a single frame? 2019-11-19T13:14:16.030

2 How many training data required for GAN? 2019-11-28T08:10:47.857

2 What makes GAN or VAE better at image generation than NN that directly maps inputs to images 2019-12-11T17:19:21.927

2 Is it feasible to use GAN for high-quality image synthesis other than human faces? 2020-01-29T03:56:33.950

2 Have GANs been used to solve regression problems? 2020-02-25T09:02:08.583

2 Am I overfitting my GAN model? 2020-03-06T16:48:43.213

2 Why does GAN loss converge to log(2) and not -log(2)? 2020-03-27T16:07:28.180

2 How should I design a reward function for a NLP problem where two models interoperate? 2020-04-16T12:29:23.950

2 What is the reason for mode collapse in GAN as opposed to WGAN? 2020-07-25T17:19:03.437

2 Why is the mean used to compute the expectation in the GAN loss? 2020-08-21T05:01:32.977

1 Why do we need Upsampling and Downsampling in Progressive Growing of Gans 2018-08-16T17:41:27.630

1 Training the generator in a GAN pair with back propagation 2019-01-18T01:52:49.553

1 How to get good results with GAN and some thousands of images? 2019-04-02T06:28:09.127

1 What is the intuition behind the Label Smoothing? 2019-05-04T09:08:23.283

1 Transposed convolution as upsampling in DCGAN 2019-05-06T08:08:29.923

1 How can I implement a GAN network for text (review) generation? 2019-05-30T18:10:08.487

1 Why is expectation used instead of simple sum in GANs? 2019-06-09T23:29:56.930

1 DCGAN loss determining data normalization problems 2019-06-11T06:22:51.713

1 Is it possible to use adversarial training to learn invariant features? 2019-07-05T11:59:18.560

1 Is convergence to a local minima more likely with transfer learning? 2019-07-25T09:28:02.890

1 Which approaches are best suited for text deblurring? 2019-09-09T07:43:46.320

1 Is there a GAN that can be used for sequence prediction? 2019-09-22T12:31:23.257

1 Looking for GAN paper with spiral image 2019-09-25T15:00:22.613

1 Why does the discriminator minimize the cross-entropy while the generator maximize it? 2019-10-24T10:17:46.843

1 CycleGAN for paired data 2019-12-15T16:55:05.183

1 Reversing A Keras Dense GAN 2020-01-11T14:20:00.430

1 Generation of realistic real-valued sequences using Wasserstein GAN fails 2020-02-07T17:01:50.077

1 GANs: Should Generator update weights when Discriminator says false continuously 2020-02-28T23:23:45.153

1 What does equation in the "related work" section of the GAN paper mean? 2020-04-04T10:19:30.697

1 What does "shape information" mean in terms of GAN(generative adversarial networks)? 2020-04-06T04:02:29.153

1 What are some real-world products or applications that can be developed using GANs? 2020-04-07T09:36:43.010

1 How would semantic segmentation work with a non convolutional neural network 2020-04-17T03:25:47.990

1 Using DCGAN on a (very small) dataset of art 2020-04-22T12:05:46.760

1 Training Conditional DCGAN with GAN-CLS loss 2020-05-28T05:54:44.657

1 Why is this GAN not converging? 2020-05-29T10:07:16.630

1 Optimal critic in WGAN 2020-06-03T20:22:10.297

1 Is the generator distribution in GAN's continuous or discrete? 2020-06-09T13:09:46.643

1 Will adding memory to a supervised learning system makes it into a Bayesian learning system? 2020-06-13T06:43:27.443

1 Why does my "entropy generation" RNN do so badly? 2020-06-23T05:40:23.750

1 Concrete example of how transposed convolutions are able to *add* features to an image 2020-07-06T03:30:24.667

1 How to overfit GANs with a single image 2020-08-06T17:45:59.027

1 Does a better discriminator in GANs mean better sample generation by the generator? 2020-08-19T10:52:16.303

0 How to study the correlation between GAN's input vector and output image 2019-03-01T09:15:44.577

0 Deep Generative Networks Probability of "Success" 2019-06-06T12:42:33.930

0 Numbers to image regression 2019-09-20T11:31:39.217

0 Architecture of the encoder in a Bi-GAN? 2020-02-06T22:20:45.550

0 How would one modify CycleGAN in order to map a distribution to itself? 2020-05-16T18:44:58.663

0 How GAN generator produce integer RGB colored picture? 2020-06-11T03:31:32.027

0 After a GAN is trained, which parts of it are used to generate new outputs from data? 2020-06-14T18:21:00.140

0 Can StyleGAN be refined without a full training? 2020-06-20T16:32:04.713

0 Generalizability of Generative Adversarial Imitation Learning (GAIL) method 2020-06-30T14:05:35.657

0 How do I get my DCGAN to generate a number of fake images? 2020-07-13T09:28:31.823

0 Need to determine a ML solution for the given graphical problem 2020-07-16T10:43:17.897

0 How to match faces with images in ID proofs 2020-07-20T10:44:34.557