Conditional Generative Adversarial Nets

1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
2. 2021Diffusion Models Beat GANs on Image Synthesiscited by 8,255
3. 2022Generative Adversarial Networkscited by 5,627
4. 2023VBench: Comprehensive Benchmark Suite for Video Generative Modelscited by 1,822
5. 2021StyleCLIP: Text-Driven Manipulation of StyleGAN Imagerycited by 991
6. 2021Tackling the Generative Learning Trilemma with Denoising Diffusion GANscited by 516
7. 2024The Platonic Representation Hypothesiscited by 382
8. 2021GAN Inversion: A Surveycited by 367
9. 2021Dataset Condensation with Distribution Matchingcited by 365
10. 2023A Comprehensive Survey on Test-Time Adaptation under Distribution Shiftscited by 359
11. 2023Repurposing Diffusion-Based Image Generators for Monocular Depth Estimationcited by 327
12. 2021HuMoR: 3D Human Motion Model for Robust Pose Estimationcited by 324

50 most cited of 2,162 · All 2,162 (JSON)

1. 2026Weak Segmentation-Guided GAN for~Realistic Color Edition12 Oct 2026
2. 2026Probabilistic Ship Trajectory Forecasting using Transformer Models on AIS Data9 Oct 2026
3. 2026From Pixels, Without Pre-training: Joint Generative and Self-Supervised Representation Learning in One Model5 Oct 2026
4. 2026Stochastic World Models for Verifying Vision-Based Neural Feedback Systems29 Sep 2026
5. 2026Beyond Lip Sync: Reference-Grounded Oral Refinement for Audio-Driven Portrait Animation29 Sep 2026
6. 2026DRHeC: Differentiable Rendering for Hand-Eye Calibration with RGB-Based Gradients29 Sep 2026
7. 2026Generative AI-Based Data Augmentation for Oral Lesion Classification: The PhotoMOCI Dataset and Benchmark28 Sep 2026
8. 2026Sufficiently Reduced Distributional Regression24 Sep 2026
9. 2026EmbeddGAN: A Novel GAN Framework Using an Embedding Network and Gini Distance Correlation18 Sep 2026
10. 2026A Systematic Evaluation of Molecule Generation Models for De Novo Drug Design: From Benchmarks to Practical Insights9 Sep 2026
11. 2026Bridging Modalities and Tasks: A Unified Hierarchical ViT for SAR-to-Optical Translation and Semantic Segmentation4 Sep 2026
12. 2026A Constraint-Aware Generative Framework for Synthetic Origin-Destination Demand in Logistics Networks3 Sep 2026

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1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
2. 2021Diffusion Models Beat GANs on Image Synthesiscited by 8,255
3. 2021Tackling the Generative Learning Trilemma with Denoising Diffusion GANscited by 516
4. 2023Repurposing Diffusion-Based Image Generators for Monocular Depth Estimationcited by 327
5. 2023Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Modelscited by 301
6. 2023FreeDoM: Training-Free Energy-Guided Conditional Diffusion Modelcited by 294
7. 2024Champ: Controllable and Consistent Human Image Animation with 3D Parametric Guidancecited by 272
8. 2023Text-to-image Diffusion Models in Generative AI: A Surveycited by 265
9. 2023DiffIR: Efficient Diffusion Model for Image Restorationcited by 255
10. 2023I2SB: Image-to-Image Schr"odinger Bridgecited by 218
11. 2022SpaText: Spatio-Textual Representation for Controllable Image Generationcited by 217
12. 2024Diffusion Model-Based Image Editing: A Surveycited by 212

12 most cited of 228 · All 228 (JSON)

1. 2026Conditional Flow Matching for ML-Based Inverse Design Problems1 Sep 2026
2. 2026A Survey on Adversarial Attacks and Defenses for Diffusion Models Across Multiple Modalities28 Aug 2026
3. 2026Synthetic Data Augmentation for Satellite-Based Analysis of Battle-Damaged Agricultural Fields in Ukraine17 Aug 2026
4. 2026InstancePin: Instance-Addressable Layout-to-Image Diffusion via Coordinate Pinning1 Aug 2026
5. 2026Transformer-based Diffusion models for Hydrological Time Series Probabilistic Imputation and Forecasting23 Jul 2026
6. 2026Physics-aware Masked Diffusion-based Flood Simulation for Urban Fisheye Disaster Detection17 Jul 2026
7. 2026Anatomically-conditioned Latent Diffusion Model for Data-Efficient Few-Shot Cross-Domain 3D Glioma MRI Synthesis24 Jun 2026
8. 2026One-Shot Novel View and Pose Human Image Synthesis via 3D Prior Guided Diffusion Model18 Jun 2026
9. 2026Diffusion Models for Adaptive Sequential Data Generation4 Jun 2026
10. 2026Probabilistic Precipitation Nowcasting with Rectified Flow Transformers29 May 2026
11. 2026IP-Adapter Is All You Need: Towards Fine-Tuning-Free Diffusion-Based Talking Face Generation28 May 2026
12. 2026Venom: A PyTorch Generative Modeling Toolkit17 May 2026

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1. 2023NAYER: Noisy Layer Data Generation for Efficient and Effective Data-free Knowledge Distillationcited by 22
2. 2023Enhanced Multimodal Representation Learning with Cross-modal KDcited by 11
3. 2021Distilling and Transferring Knowledge via cGAN-generated Samples for Image Classification and Regressioncited by 10
4. 2022Region-aware Knowledge Distillation for Efficient Image-to-Image Translationcited by 10
5. 2023FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image Recognitioncited by 10
6. 2024Relation-Guided Adversarial Learning for Data-free Knowledge Transfercited by 6
7. 2024Meta-Learned Modality-Weighted Knowledge Distillation for Robust Multi-Modal Learning with Missing Datacited by 5
8. 2025Generative Dataset Distillation Based on Self-knowledge Distillationcited by 5
9. 2021Teacher-Student Adversarial Depth Hallucination to Improve Face Recognitioncited by 4
10. 2022Aligning Logits Generatively for Principled Black-Box Knowledge Distillationcited by 3
11. 2023Information-Theoretic GAN Compression with Variational Energy-based Modelcited by 2
12. 2024Privacy-Preserving Federated Learning with Consistency via Knowledge Distillation Using Conditional Generatorcited by 2

12 most cited of 19 · All 19 (JSON)

1. 2025Synthetic Data Generation for Emotional Depth Faces: Optimizing Conditional DCGANs via Genetic Algorithms in the Latent Space and Stabilizing Training with Knowledge Distillation7 Aug 2025
2. 2025Tackling Data Heterogeneity in Federated Learning through Knowledge Distillation with Inequitable Aggregation25 Jun 2025
3. 2025Generative Dataset Distillation Based on Self-knowledge Distillation8 Jan 2025
4. 2024Hybrid Data-Free Knowledge Distillation18 Dec 2024
5. 2024Relation-Guided Adversarial Learning for Data-free Knowledge Transfer16 Dec 2024
6. 2024Privacy-Preserving Federated Learning with Consistency via Knowledge Distillation Using Conditional Generator11 Sep 2024
7. 2024Condensed Data Expansion Using Model Inversion for Knowledge Distillation25 Aug 2024
8. 2024Meta-Learned Modality-Weighted Knowledge Distillation for Robust Multi-Modal Learning with Missing Data12 May 2024
9. 2024Unsupervised Tumor-Aware Distillation for Multi-Modal Brain Image Translation29 Mar 2024
10. 2023NAYER: Noisy Layer Data Generation for Efficient and Effective Data-free Knowledge Distillation30 Sep 2023
11. 2023Enhanced Multimodal Representation Learning with Cross-modal KD13 Jun 2023
12. 2023FoPro-KD: Fourier Prompted Effective Knowledge Distillation for Long-Tailed Medical Image Recognition27 May 2023

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1. 2021Non-Transferable Learning: A New Approach for Model Ownership Verification and Applicability Authorizationcited by 52
2. 2024Machine Unlearning in Generative AI: A Surveycited by 49
3. 2021De-Pois: An Attack-Agnostic Defense against Data Poisoning Attackscited by 33
4. 2022Few-Shot Unlearning by Model Inversioncited by 19
5. 2021Robust Federated Learning with Attack-Adaptive Aggregationcited by 17
6. 2023Deep Intellectual Property Protection: A Surveycited by 17
7. 2022Poisoning Attacks and Defenses on Artificial Intelligence: A Surveycited by 16
8. 2021The Devil is in the GAN: Backdoor Attacks and Defenses in Deep Generative Modelscited by 12
9. 2022Backdoor Attack and Defense in Federated Generative Adversarial Network-based Medical Image Synthesiscited by 12
10. 2023Data Redaction from Conditional Generative Modelscited by 8
11. 2025Breaking the Stealth-Potency Trade-off in Clean-Image Backdoors with Generative Trigger Optimizationcited by 7
12. 2022Improving Performance of Semantic Segmentation CycleGANs by Noise Injection into the Latent Segmentation Spacecited by 2

12 most cited of 18 · All 18 (JSON)

1. 2026Forgetting to Witness: Efficient Federated Unlearning and Its Visible Evaluation6 Apr 2026
2. 2026BlackMirror: Black-Box Backdoor Detection for Text-to-Image Models via Instruction-Response Deviation6 Mar 2026
3. 2025HeteroHBA: A Generative Structure-Manipulating Backdoor Attack on Heterogeneous Graphs31 Dec 2025
4. 2025Breaking the Stealth-Potency Trade-off in Clean-Image Backdoors with Generative Trigger Optimization10 Nov 2025
5. 2025TokenProber: Jailbreaking Text-to-image Models via Fine-grained Word Impact Analysis11 May 2025
6. 2024Machine Unlearning in Generative AI: A Survey30 Jul 2024
7. 2023Data Redaction from Conditional Generative Models18 May 2023
8. 2023Deep Intellectual Property Protection: A Survey28 Apr 2023
9. 2022New data poison attacks on machine learning classifiers for mobile exfiltration20 Oct 2022
10. 2022Backdoor Attack and Defense in Federated Generative Adversarial Network-based Medical Image Synthesis19 Oct 2022
11. 2022Generative Models with Information-Theoretic Protection Against Membership Inference Attacks31 May 2022
12. 2022Few-Shot Unlearning by Model Inversion31 May 2022

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1. 2019Third-Person Visual Imitation Learning via Decoupled Hierarchical Controllercited by 73
2. 2020TrajGAIL: Generating Urban Vehicle Trajectories using Generative Adversarial Imitation Learningcited by 47
3. 2024Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directionscited by 20
4. 2019Generative predecessor models for sample-efficient imitation learningcited by 14
5. 2021Offline Inverse Reinforcement Learningcited by 14
6. 2022Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learningcited by 14
7. 2023Uncertainty-driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learningcited by 13
8. 2022A Behavior Regularized Implicit Policy for Offline Reinforcement Learningcited by 11
9. 2021Skeletal Feature Compensation for Imitation Learning with Embodiment Mismatchcited by 5
10. 2023Curricular Subgoals for Inverse Reinforcement Learningcited by 5
11. 2021A Generalised Inverse Reinforcement Learning Frameworkcited by 2
12. 2022ABC: Adversarial Behavioral Cloning for Offline Mode-Seeking Imitation Learningcited by 1

12 most cited of 16 · All 16 (JSON)

1. 2025State-Conditional Adversarial Learning: An Off-Policy Visual Domain Transfer Method for End-to-End Imitation Learning5 Dec 2025
2. 2025Group Effect Enhanced Generative Adversarial Imitation Learning for Individual Travel Behavior Modeling under Incentives8 Sep 2025
3. 2024Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions21 Feb 2024
4. 2023Curricular Subgoals for Inverse Reinforcement Learning14 Jun 2023
5. 2023Synthetically Generating Human-like Data for Sequential Decision Making Tasks via Reward-Shaped Imitation Learning14 Apr 2023
6. 2023Uncertainty-driven Trajectory Truncation for Data Augmentation in Offline Reinforcement Learning10 Apr 2023
7. 2022ABC: Adversarial Behavioral Cloning for Offline Mode-Seeking Imitation Learning8 Nov 2022
8. 2022Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning14 Jun 2022
9. 2022A Behavior Regularized Implicit Policy for Offline Reinforcement Learning19 Feb 2022
10. 2021Offline Inverse Reinforcement Learning9 Jun 2021
11. 2021A Generalised Inverse Reinforcement Learning Framework25 May 2021
12. 2021Skeletal Feature Compensation for Imitation Learning with Embodiment Mismatch15 Apr 2021

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1. 2022Deep Learning Approaches on Image Captioning: A Reviewcited by 43
2. 2024Soft Prompt Generation for Domain Generalizationcited by 24
3. 2024Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Modelscited by 19
4. 2024Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptionscited by 6
5. 2025PQ-DAF: Pose-driven Quality-controlled Data Augmentation for Data-scarce Driver Distraction Detectioncited by 0

1. 2025PQ-DAF: Pose-driven Quality-controlled Data Augmentation for Data-scarce Driver Distraction Detection14 Aug 2025
2. 2024Category-Extensible Out-of-Distribution Detection via Hierarchical Context Descriptions23 Jul 2024
3. 2024Soft Prompt Generation for Domain Generalization30 Apr 2024
4. 2024Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models15 Apr 2024
5. 2022Deep Learning Approaches on Image Captioning: A Review31 Jan 2022

1. 2022LogiGAN: Learning Logical Reasoning via Adversarial Pre-trainingcited by 11
2. 2023Generating by Understanding: Neural Visual Generation with Logical Symbol Groundingscited by 2
3. 2025Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoningcited by 0
4. 2026Adaptive Inference-Time Scaling via Early-Step Latent Verification for Image Editingcited by 0

1. 2026Adaptive Inference-Time Scaling via Early-Step Latent Verification for Image Editing13 Jun 2026
2. 2025Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning15 Jul 2025
3. 2023Generating by Understanding: Neural Visual Generation with Logical Symbol Groundings26 Oct 2023
4. 2022LogiGAN: Learning Logical Reasoning via Adversarial Pre-training18 May 2022

1. 2023Exploring Sparse MoE in GANs for Text-conditioned Image Synthesiscited by 13
2. 2025RadioKMoE: Knowledge-Guided Radiomap Estimation with Kolmogorov-Arnold Networks and Mixture-of-Expertscited by 0
3. 2026Optimal Mixture-of-Experts Model Averaging for Conditional Generative Modelscited by 0

1. 2026Optimal Mixture-of-Experts Model Averaging for Conditional Generative Models5 Jul 2026
2. 2025RadioKMoE: Knowledge-Guided Radiomap Estimation with Kolmogorov-Arnold Networks and Mixture-of-Experts21 Nov 2025
3. 2023Exploring Sparse MoE in GANs for Text-conditioned Image Synthesis7 Sep 2023

1. 2025RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNetcited by 5
2. 2025D2-Mamba: Dual-Scale Fusion and Dual-Path Scanning with SSMs for Shadow Removalcited by 0
3. 2026DSS-GAN: Directional State Space GAN with Mamba backbone for Class-Conditional Image Synthesiscited by 0

1. 2026DSS-GAN: Directional State Space GAN with Mamba backbone for Class-Conditional Image Synthesis18 Mar 2026
2. 2025D2-Mamba: Dual-Scale Fusion and Dual-Path Scanning with SSMs for Shadow Removal18 Aug 2025
3. 2025RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet28 Jul 2025

1. 2026EngiAI: Capability-Based Evaluation of Tool-Connected LLM Agents for Engineering Designcited by 3
2. 2026Prompt Codebooks: Discrete Compositional Optimization for Language Model Instruction Refinementcited by 0

1. 2026Prompt Codebooks: Discrete Compositional Optimization for Language Model Instruction Refinement27 May 2026
2. 2026EngiAI: Capability-Based Evaluation of Tool-Connected LLM Agents for Engineering Design19 May 2026

1. 2024Meta Stackelberg Game: Robust Federated Learning against Adaptive and Mixed Poisoning Attackscited by 9
2. 2025RLCAD: Reinforcement Learning Training Gym for Revolution Involved CAD Command Sequence Generationcited by 7

1. 2025RLCAD: Reinforcement Learning Training Gym for Revolution Involved CAD Command Sequence Generation24 Mar 2025
2. 2024Meta Stackelberg Game: Robust Federated Learning against Adaptive and Mixed Poisoning Attacks22 Oct 2024

1. 2023Lformer: Text-to-Image Generation with L-shape Block Parallel Decodingcited by 5
2. 2023FIANCEE: Faster Inference of Adversarial Networks via Conditional Early Exitscited by 3

1. 2023FIANCEE: Faster Inference of Adversarial Networks via Conditional Early Exits20 Apr 2023
2. 2023Lformer: Text-to-Image Generation with L-shape Block Parallel Decoding7 Mar 2023

1. 2023Adversarial Preference Optimization: Enhancing Your Alignment via RM-LLM Gamecited by 27

1. 2023Adversarial Preference Optimization: Enhancing Your Alignment via RM-LLM Game14 Nov 2023

1. 2026Knowledge-Data-Dual-Driven Reinforcement Learning for Autonomous Vehicle Control in Mixed Trafficcited by 0

1. 2026Knowledge-Data-Dual-Driven Reinforcement Learning for Autonomous Vehicle Control in Mixed Traffic14 Aug 2026

1. 2025InverseScope: Scalable Activation Inversion for Interpreting Large Language Modelscited by 2

1. 2025InverseScope: Scalable Activation Inversion for Interpreting Large Language Models9 Jun 2025

1. 2025Beyond the Norm: A Survey of Synthetic Data Generation for Rare Eventscited by 5

1. 2025Beyond the Norm: A Survey of Synthetic Data Generation for Rare Events4 Jun 2025

1. 2026Stochastic World Models for Verifying Vision-Based Neural Feedback Systemscited by 0

1. 2026Stochastic World Models for Verifying Vision-Based Neural Feedback Systems29 Sep 2026

1. 2022Generative Adversarial Networkscited by 5,627
2. 2023VBench: Comprehensive Benchmark Suite for Video Generative Modelscited by 1,822
3. 2021StyleCLIP: Text-Driven Manipulation of StyleGAN Imagerycited by 991
4. 2024The Platonic Representation Hypothesiscited by 382
5. 2021GAN Inversion: A Surveycited by 367
6. 2021Dataset Condensation with Distribution Matchingcited by 365
7. 2023A Comprehensive Survey on Test-Time Adaptation under Distribution Shiftscited by 359
8. 2021HuMoR: 3D Human Motion Model for Robust Pose Estimationcited by 324
9. 2023Follow Your Pose: Pose-Guided Text-to-Video Generation using Pose-Free Videoscited by 314
10. 2021Skillful Precipitation Nowcasting using Deep Generative Models of Radarcited by 311
11. 2022Language Models are Realistic Tabular Data Generatorscited by 294
12. 2021Dataset Condensation with Differentiable Siamese Augmentationcited by 291

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1. 2026Weak Segmentation-Guided GAN for~Realistic Color Edition12 Oct 2026
2. 2026Probabilistic Ship Trajectory Forecasting using Transformer Models on AIS Data9 Oct 2026
3. 2026From Pixels, Without Pre-training: Joint Generative and Self-Supervised Representation Learning in One Model5 Oct 2026
4. 2026Beyond Lip Sync: Reference-Grounded Oral Refinement for Audio-Driven Portrait Animation29 Sep 2026
5. 2026DRHeC: Differentiable Rendering for Hand-Eye Calibration with RGB-Based Gradients29 Sep 2026
6. 2026Generative AI-Based Data Augmentation for Oral Lesion Classification: The PhotoMOCI Dataset and Benchmark28 Sep 2026
7. 2026Sufficiently Reduced Distributional Regression24 Sep 2026
8. 2026EmbeddGAN: A Novel GAN Framework Using an Embedding Network and Gini Distance Correlation18 Sep 2026
9. 2026A Systematic Evaluation of Molecule Generation Models for De Novo Drug Design: From Benchmarks to Practical Insights9 Sep 2026
10. 2026Bridging Modalities and Tasks: A Unified Hierarchical ViT for SAR-to-Optical Translation and Semantic Segmentation4 Sep 2026
11. 2026A Constraint-Aware Generative Framework for Synthetic Origin-Destination Demand in Logistics Networks3 Sep 2026
12. 2026Mudragen: Geometrically Supervised Generation of Interacting Two-Hand Mudras for Preserving Indian Classical Dance Heritage3 Sep 2026

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