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InfoGAN: Interpretable Representation Learning by Information Maximizing
  Generative Adversarial Nets

InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets

12 June 2016
Xi Chen
Yan Duan
Rein Houthooft
John Schulman
Ilya Sutskever
Pieter Abbeel
    GAN
ArXiv (abs)PDFHTML

Papers citing "InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets"

50 / 1,937 papers shown
Title
Improving Speech Emotion Recognition with Mutual Information Regularized Generative Model
Improving Speech Emotion Recognition with Mutual Information Regularized Generative Model
Chung-Soo Ahn
R. Rana
Sunil Sivadas
Carlos Busso
Jagath Rajapakse
93
0
0
24 Dec 2025
Discovering Operational Patterns Using Image-Based Convolutional Clustering and Composite Evaluation: A Case Study in Foundry Melting Processes
Discovering Operational Patterns Using Image-Based Convolutional Clustering and Composite Evaluation: A Case Study in Foundry Melting Processes
Z. Ma
Bo Nørregaard Jørgensen
Z. Ma
96
0
0
17 Nov 2025
DIVIDE: A Framework for Learning from Independent Multi-Mechanism Data Using Deep Encoders and Gaussian Processes
DIVIDE: A Framework for Learning from Independent Multi-Mechanism Data Using Deep Encoders and Gaussian Processes
Vivek Chawla
B. Slautin
Utkarsh Pratiush
Dayakar Penumadu
Sergei V. Kalinin
DRL
156
0
0
16 Nov 2025
Breaking the Stealth-Potency Trade-off in Clean-Image Backdoors with Generative Trigger Optimization
Breaking the Stealth-Potency Trade-off in Clean-Image Backdoors with Generative Trigger Optimization
Binyan Xu
Fan Yang
Di Tang
Xilin Dai
Kehuan Zhang
295
0
0
10 Nov 2025
DiLO: Disentangled Latent Optimization for Learning Shape and Deformation in Grouped Deforming 3D Objects
DiLO: Disentangled Latent Optimization for Learning Shape and Deformation in Grouped Deforming 3D Objects
M. R. Uddin
Jana Armouti
Umong Sain
Md Asib Rahman
Xingjian Li
Min Xu
76
0
0
08 Nov 2025
Disentangled Representation Learning via Modular Compositional Bias
Disentangled Representation Learning via Modular Compositional Bias
Whie Jung
Dong Hoon Lee
Seunghoon Hong
DRLOCLCoGe
617
0
0
24 Oct 2025
On the flow matching interpretability
On the flow matching interpretability
Francesco Pivi
Simone Gazza
Davide Evangelista
R. Amadini
M. Gabbrielli
102
0
0
24 Oct 2025
IB-GAN: Disentangled Representation Learning with Information Bottleneck Generative Adversarial Networks
IB-GAN: Disentangled Representation Learning with Information Bottleneck Generative Adversarial NetworksAAAI Conference on Artificial Intelligence (AAAI), 2021
Insu Jeon
Wonkwang Lee
Myeongjang Pyeon
Gunhee Kim
DRLGAN
274
42
0
23 Oct 2025
Neural Mutual Information Estimation with Vector Copulas
Neural Mutual Information Estimation with Vector Copulas
Yanzhi Chen
Zijing Ou
Adrian Weller
Michael U. Gutmann
107
2
0
23 Oct 2025
Generative AI in Depth: A Survey of Recent Advances, Model Variants, and Real-World Applications
Generative AI in Depth: A Survey of Recent Advances, Model Variants, and Real-World ApplicationsJournal of Big Data (JBD), 2025
Shamim Yazdani
Akansha Singh
N. Saxena
Sribala Vidyadhari Chinta
Avash Palikhe
Deng Pan
Umapada Pal
Jie Yang
Wenbin Zhang
148
2
0
23 Oct 2025
Connecting Jensen-Shannon and Kullback-Leibler Divergences: A New Bound for Representation Learning
Connecting Jensen-Shannon and Kullback-Leibler Divergences: A New Bound for Representation Learning
Reuben Dorent
Polina Golland
William Wells III
88
0
0
23 Oct 2025
Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation
Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation
Ruchi Sandilya
Sumaira Perez
Charles Lynch
Lindsay Victoria
Benjamin Zebley
...
Nolan Williams
Timothy J. Spellman
Faith M. Gunning
C. Liston
Logan Grosenick
156
0
0
16 Oct 2025
Representing Beauty: Towards a Participatory but Objective Latent Aesthetics
Representing Beauty: Towards a Participatory but Objective Latent Aesthetics
Alexander Michael Rusnak
37
0
0
03 Oct 2025
Coupling Generative Modeling and an Autoencoder with the Causal Bridge
Coupling Generative Modeling and an Autoencoder with the Causal Bridge
Ruolin Meng
Ming-Yu Chung
Dhanajit Brahma
Ricardo Henao
Lawrence Carin
CML
104
0
0
29 Sep 2025
Disentangling Score Content and Performance Style for Joint Piano Rendering and Transcription
Disentangling Score Content and Performance Style for Joint Piano Rendering and Transcription
Wei Zeng
Junchuan Zhao
Ye Wang
92
0
0
28 Sep 2025
Latent Diffusion : Multi-Dimension Stable Diffusion Latent Space Explorer
Latent Diffusion : Multi-Dimension Stable Diffusion Latent Space Explorer
Zhihua Zhong
Xuanyang Huang
32
0
0
26 Sep 2025
Learning Multi-Skill Legged Locomotion Using Conditional Adversarial Motion Priors
Learning Multi-Skill Legged Locomotion Using Conditional Adversarial Motion Priors
Ning Huang
Zhentao Xie
Qinchuan Li
88
0
0
26 Sep 2025
Contrastive Mutual Information Learning: Toward Robust Representations without Positive-Pair Augmentations
Contrastive Mutual Information Learning: Toward Robust Representations without Positive-Pair Augmentations
Micha Livne
SSL
130
0
0
25 Sep 2025
JANUS: A Dual-Constraint Generative Framework for Stealthy Node Injection Attacks
JANUS: A Dual-Constraint Generative Framework for Stealthy Node Injection Attacks
Jiahao Zhang
Xiaobing Pei
Zhaokun Zhong
Wenqiang Hao
Zhenghao Tang
AAMLGNN
88
0
0
16 Sep 2025
FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator
FW-GAN: Frequency-Driven Handwriting Synthesis with Wave-Modulated MLP Generator
Huynh Tong Dang Khoa
Dang Hoai Nam
Vo Nguyen Le Duy
60
0
0
28 Aug 2025
Quantum latent distributions in deep generative models
Quantum latent distributions in deep generative models
Omar Bacarreza
Thorin Farnsworth
Alexander Makarovskiy
Hugo Wallner
Tessa Hicks
Santiago Sempere-Llagostera
John Price
Robert J. A. Francis-Jones
William R. Clements
DiffM
60
3
0
27 Aug 2025
Flow Battery Manifold Design with Heterogeneous Inputs Through Generative Adversarial Neural Networks
Flow Battery Manifold Design with Heterogeneous Inputs Through Generative Adversarial Neural Networks
Eric Seng
Hugh O'Connor
Adam Boyce
Josh J. Bailey
Anton van Beek
AI4CE
128
0
0
12 Aug 2025
A Conditional GAN for Tabular Data Generation with Probabilistic Sampling of Latent Subspaces
A Conditional GAN for Tabular Data Generation with Probabilistic Sampling of Latent Subspaces
Leonidas Akritidis
Panayiotis Bozanis
115
0
0
01 Aug 2025
Unraveling Hidden Representations: A Multi-Modal Layer Analysis for Better Synthetic Content Forensics
Unraveling Hidden Representations: A Multi-Modal Layer Analysis for Better Synthetic Content Forensics
Tom Or
Omri Azencot
AAML
142
1
0
01 Aug 2025
Unlocking Interpretability for RF Sensing: A Complex-Valued White-Box Transformer
Unlocking Interpretability for RF Sensing: A Complex-Valued White-Box Transformer
Xie Zhang
Yina Wang
Chenshu Wu
175
0
0
29 Jul 2025
Knowledge Abstraction for Knowledge-based Semantic Communication: A Generative Causality Invariant Approach
Knowledge Abstraction for Knowledge-based Semantic Communication: A Generative Causality Invariant Approach
Minh-Duong Nguyen
Quoc-Viet Pham
Nguyen-Hoang Tran
Hoang-Khoi Do
Duy T. Ngo
Won Joo Hwang
CML
143
0
0
23 Jul 2025
DiViD: Disentangled Video Diffusion for Static-Dynamic Factorization
DiViD: Disentangled Video Diffusion for Static-Dynamic Factorization
Marzieh Gheisari
Auguste Genovesio
VGen
141
1
0
18 Jul 2025
Unfolding Generative Flows with Koopman Operators: Fast and Interpretable Sampling
Unfolding Generative Flows with Koopman Operators: Fast and Interpretable Sampling
Erkan Turan
Aristotelis Siozopoulos
Louis Martinez
Julien Gaubil
E. Pierson
M. Ovsjanikov
160
1
0
27 Jun 2025
Diffusion Counterfactual Generation with Semantic Abduction
Diffusion Counterfactual Generation with Semantic Abduction
Rajat Rasal
Avinash Kori
Fabio De Sousa Ribeiro
Tian Xia
Ben Glocker
DiffM
204
3
0
09 Jun 2025
QualitEye: Public and Privacy-preserving Gaze Data Quality Verification
QualitEye: Public and Privacy-preserving Gaze Data Quality Verification
Mayar Elfares
Pascal Reisert
Ralf Küsters
Andreas Bulling
150
2
0
06 Jun 2025
Feature-Based Lie Group Transformer for Real-World Applications
Feature-Based Lie Group Transformer for Real-World Applications
Takayuki Komatsu
Yoshiyuki Ohmura
Kayato Nishitsunoi
Yasuo Kuniyoshi
ViT
244
0
0
05 Jun 2025
PartComposer: Learning and Composing Part-Level Concepts from Single-Image Examples
PartComposer: Learning and Composing Part-Level Concepts from Single-Image Examples
Junyu Liu
R. K. Jones
Daniel E. Ritchie
DiffMCoGe
250
2
0
03 Jun 2025
Efficiency without Compromise: CLIP-aided Text-to-Image GANs with Increased Diversity
Efficiency without Compromise: CLIP-aided Text-to-Image GANs with Increased Diversity
Yuya Kobayashi
Yuhta Takida
Takashi Shibuya
Yuki Mitsufuji
DiffM
187
0
0
02 Jun 2025
A Cross Branch Fusion-Based Contrastive Learning Framework for Point Cloud Self-supervised Learning
A Cross Branch Fusion-Based Contrastive Learning Framework for Point Cloud Self-supervised LearningInternational Conference on 3D Vision (3DV), 2024
Chengzhi Wu
Qianliang Huang
Kun Jin
Julius Pfrommer
Jürgen Beyerer
3DPCSSL
278
4
0
30 May 2025
Multi-Mode Process Control Using Multi-Task Inverse Reinforcement Learning
Multi-Mode Process Control Using Multi-Task Inverse Reinforcement Learning
Runze Lin
Junghui Chen
Biao Huang
Lei Xie
Hongye Su
OffRLAI4CE
201
0
0
27 May 2025
Enhancing Interpretability of Sparse Latent Representations with Class Information
Enhancing Interpretability of Sparse Latent Representations with Class Information
Farshad Sangari Abiz
Reshad Hosseini
Babak N. Araabi
DRL
295
0
0
20 May 2025
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging
Sifan Song
Siyeop Yoon
Pengfei Jin
Sekeun Kim
Matthew Tivnan
...
Zhiliang Lyu
Dufan Wu
Ning Guo
Xiang Li
Quanzheng Li
OODViT
237
0
0
08 May 2025
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models
Jan Kapar
Niklas Koenen
Martin Jullum
224
1
0
29 Apr 2025
Harmonizing Generalization and Personalization in Ring-topology Decentralized Federated Learning
Harmonizing Generalization and Personalization in Ring-topology Decentralized Federated Learning
Shunxin Guo
Jiaqi Lv
Xin Geng
237
0
0
27 Apr 2025
Generative Fields: Uncovering Hierarchical Feature Control for StyleGAN via Inverted Receptive Fields
Generative Fields: Uncovering Hierarchical Feature Control for StyleGAN via Inverted Receptive Fields
Zhuo He
Paul Henderson
Nicolas Pugeault
GAN
276
0
0
24 Apr 2025
A Controllable Appearance Representation for Flexible Transfer and Editing
A Controllable Appearance Representation for Flexible Transfer and Editing
Santiago Jimenez-Navarro
Julia Guerrero-Viu
B. Masiá
DiffM
289
0
0
21 Apr 2025
Generative Adversarial Networks with Limited Data: A Survey and Benchmarking
Generative Adversarial Networks with Limited Data: A Survey and Benchmarking
Omar de Mitri
Ruyu Wang
Marco F. Huber
258
0
0
07 Apr 2025
Learning symmetries in datasets
Learning symmetries in datasets
Veronica Sanz
DRL
136
0
0
07 Apr 2025
Dual Consistent Constraint via Disentangled Consistency and Complementarity for Multi-view Clustering
Dual Consistent Constraint via Disentangled Consistency and Complementarity for Multi-view Clustering
Bo Li
Jing Yun
227
1
0
07 Apr 2025
Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible Gameplay
Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible GameplayKnowledge Discovery and Data Mining (KDD), 2024
Hussain Jagirdar
Rukma Talwadker
Aditya Pareek
Pulkit Agrawal
Tridib Mukherjee
AI4TS
288
3
0
03 Apr 2025
Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning
Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning
Zixin Lin
Nur Fariha Syaqina Zulkepli
AI4TSAI4CE
152
0
0
31 Mar 2025
Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation
Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation
Zahra Tehraninasab
Amar Kumar
Tal Arbel
MedIm
283
1
0
30 Mar 2025
EagleVision: Object-level Attribute Multimodal LLM for Remote Sensing
EagleVision: Object-level Attribute Multimodal LLM for Remote Sensing
Hongxiang Jiang
Jihao Yin
Qixiong Wang
Jiaqi Feng
Guo Chen
256
4
0
30 Mar 2025
Disentangled Source-Free Personalization for Facial Expression Recognition with Neutral Target Data
Disentangled Source-Free Personalization for Facial Expression Recognition with Neutral Target DataIEEE International Conference on Automatic Face & Gesture Recognition (FG), 2025
Masoumeh Sharafi
Emma Ollivier
Muhammad Osama Zeeshan
Soufiane Belharbi
M. Pedersoli
A. L. Koerich
Simon L Bacon
EricGranger
236
5
0
26 Mar 2025
Generative Data Imputation for Sparse Learner Performance Data Using Generative Adversarial Imputation Networks
Generative Data Imputation for Sparse Learner Performance Data Using Generative Adversarial Imputation Networks
Liang Zhang
Jionghao Lin
John Sabatini
Diego Zapata-Rivera
Carol Forsyth
Yang Jiang
John Hollander
Xiangen Hu
Arthur C. Graesser
235
0
0
23 Mar 2025
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