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获取有趣、好玩的前沿干货！
戳我，查看GAN的系列专辑~！
据不完全统计，GAN在CVPR2020上超115篇之多；其中，可看到GAN在朝着无监督/自监督/弱监督/半监督、少样本/单样本/零样本、多模态、3D、可解释性/可控性、对抗/安全，以及更广泛的跨学科场景应用方向中不断靠拢。此外，每个月新挂在arxiv上的GAN相关论文也好几十多，来看看GAN在过去的6月都干了些啥吧！
1
6月下半旬
001 (2020-06-30) PriorGAN Real Data Prior for Generative Adversarial Nets
https://arxiv.org/pdf/2006.16990.pdf
002 (2020-06-29) Conditional GAN for timeseries generation
https://arxiv.org/pdf/2006.16477.pdf
003 (2020-06-27) A Retinex based GAN Pipeline to Utilize Paired and Unpaired Datasets for Enhancing Low Light Images
https://arxiv.org/pdf/2006.15304.pdf
004 (2020-06-26) Attention-Guided Generative Adversarial Network to Address Atypical Anatomy in Modality Transfer
https://arxiv.org/pdf/2006.15264.pdf
005 (2020-06-26) Generative Damage Learning for Concrete Aging Detection using Auto-flight Images
https://arxiv.org/pdf/2006.15257.pdf
006 (2020-06-26) HypervolGAN An efficient approach for GAN with multi-objective training function
https://arxiv.org/pdf/2006.15228.pdf
007 (2020-06-25) Lesion Mask-based Simultaneous Synthesis of Anatomic and MolecularMR Images using a GAN
https://arxiv.org/pdf/2006.14761.pdf
008 (2020-06-25) Ensembles of Generative Adversarial Networks for Disconnected Data
https://arxiv.org/pdf/2006.14600.pdf
009 (2020-06-25) Taming GANs with Lookahead
https://arxiv.org/pdf/2006.14567.pdf
010 (2020-06-25) Searching towards Class-Aware Generators for Conditional Generative Adversarial Networks
https://arxiv.org/pdf/2006.14208.pdf
011 (2020-06-25) SRFlow Learning the Super-Resolution Space with Normalizing Flow
https://arxiv.org/pdf/2006.14200.pdf
012 (2020-06-24) FastSpec Scalable Generation and Detection of Spectre Gadgets Using Neural Embeddings
https://arxiv.org/pdf/2006.14147.pdf
013 (2020-06-24) Diffusion-Weighted Magnetic Resonance Brain Images Generation with Generative Adversarial Networks and Variational Autoencoders A Comparison Study
https://arxiv.org/pdf/2006.13944.pdf
014 (2020-06-22) Microstructure Generation via Generative Adversarial Network for Heterogeneous Topologically Complex 3D Materials
https://arxiv.org/pdf/2006.13886.pdf
015 (2020-06-28) PhishGAN Data Augmentation and Identification of Homoglpyh Attacks
https://arxiv.org/pdf/2006.13742.pdf
016 (2020-06-24) Recurrent Relational Memory Network for Unsupervised Image Captioning
https://arxiv.org/pdf/2006.13611.pdf
017 (2020-06-1) Deep Learning of Dynamic Subsurface Flow via Theory-guided Generative Adversarial Network
https://arxiv.org/pdf/2006.13305.pdf
018 (2020-06-23) Probabilistic Crowd GAN Multimodal Pedestrian Trajectory Prediction using a Graph Vehicle-Pedestrian Attention Network
https://arxiv.org/pdf/2006.12906.pdf
019 (2020-06-22) Efficient text generation of user-defined topic using generative adversarial networks
https://arxiv.org/pdf/2006.12005.pdf
020 (2020-06-21) Generative models for sampling and phase transition indication in spin systems
https://arxiv.org/pdf/2006.11868.pdf
021 (2020-06-20) BRULÉ Barycenter-Regularized Unsupervised Landmark Extraction
https://arxiv.org/pdf/2006.11643.pdf
022 (2020-06-27) G2D Generate to Detect Anomaly
https://arxiv.org/pdf/2006.11629.pdf
023 (2020-06-19) Channel Estimation for One-Bit Multiuser Massive MIMO Using Conditional GAN
https://arxiv.org/pdf/2006.11435.pdf
024 (2020-06-19) Online Kernel based Generative Adversarial Networks
https://arxiv.org/pdf/2006.11432.pdf
025 (2020-06-19) Fast Generation of Large-scale Structure Density Maps via Generative Adversarial Networks
https://arxiv.org/pdf/2006.11359.pdf
026 (2020-06-22) iSeeBetter Spatio-temporal video super-resolution using recurrent generative back-projection networks
https://arxiv.org/pdf/2006.11161.pdf
027 (2020-06-18) Differentiable Augmentation for Data-Efficient GAN Training
https://arxiv.org/pdf/2006.10738.pdf
028 (2020-06-18) MMCGAN Generative Adversarial Network with Explicit Manifold Prior
https://arxiv.org/pdf/2006.10331.pdf
029 (2020-06-18) Adversarially Trained Multi-Singer Sequence-To-Sequence Singing Synthesizer
https://arxiv.org/pdf/2006.10317.pdf
030 (2020-06-18) GAT-GMM Generative Adversarial Training for Gaussian Mixture Models
https://arxiv.org/pdf/2006.10293.pdf
031 (2020-06-17) Progressively Unfreezing Perceptual GAN
https://arxiv.org/pdf/2006.10250.pdf
032 (2020-06-17) Generating Fundus Fluorescence Angiography Images from Structure Fundus Images Using Generative Adversarial Networks
https://arxiv.org/pdf/2006.10216.pdf
033 (2020-06-17) Head2Head++ Deep Facial Attributes Re-Targeting
https://arxiv.org/pdf/2006.10199.pdf
034 (2020-06-17) Flows Succeed Where GANs Fail Lessons from Low-Dimensional Data
https://arxiv.org/pdf/2006.10175.pdf
035 (2020-06-17) Are you wearing a mask Improving mask detection from speech using augmentation by cycle-consistent GANs
https://arxiv.org/pdf/2006.10147.pdf
036 (2020-05-22) Interpreting the Latent Space of GANs via Correlation Analysis for Controllable Concept Manipulation
https://arxiv.org/pdf/2006.10132.pdf
037 (2020-06-17) Research and development of MolAICal for drug design via deep learning and classical programming
https://arxiv.org/pdf/2006.09747.pdf
038 (2020-06-17) Comparing Representations for Audio Synthesis Using Generative Adversarial Networks
https://arxiv.org/pdf/2006.09266.pdf
039 (2020-06-16) Reconstruction of turbulent data with deep generative models for semantic inpainting from TURB-Rot database
https://arxiv.org/pdf/2006.09179.pdf
040 (2020-06-16) AlphaGAN Fully Differentiable Architecture Search for Generative Adversarial Networks
https://arxiv.org/pdf/2006.09134.pdf
041 (2020-06-17) Adversarial representation learning for private speech generation
https://arxiv.org/pdf/2006.09114.pdf
042 (2020-06-16) The Bures Metric for Taming Mode Collapse in Generative Adversarial Networks
https://arxiv.org/pdf/2006.09096.pdf
043 (2020-06-16) Two steps at a time -- taking GAN training in stride with Tseng's method
https://arxiv.org/pdf/2006.09033.pdf
044 (2020-06-16) Improved Techniques for Training Score-Based Generative Models
https://arxiv.org/pdf/2006.09011.pdf
045 (2020-06-15) DeshuffleGAN A Self-Supervised GAN to Improve Structure Learning
https://arxiv.org/pdf/2006.08694.pdf
046 (2020-06-15) COT-GAN Generating Sequential Data via Causal Optimal Transport
https://arxiv.org/pdf/2006.08571.pdf
047 (2020-06-15) Reciprocal Adversarial Learning via Characteristic Functions
https://arxiv.org/pdf/2006.08413.pdf
048 (2020-06-15) GS-WGAN A Gradient-Sanitized Approach for Learning Differentially Private Generators
https://arxiv.org/pdf/2006.08265.pdf
049 (2020-06-15) AutoGAN-Distiller Searching to Compress Generative Adversarial Networks
https://arxiv.org/pdf/2006.08198.pdf
050 (2020-06-15) Non-convex Min-Max Optimization Applications Challenges and Recent Theoretical Advances
https://arxiv.org/pdf/2006.08141.pdf
2
6月上半旬
001 (2020-06-14) Classify and Generate Reciprocally Simultaneous Positive-Unlabelled Learning and Conditional Generation with Extra Data
https://arxiv.org/pdf/2006.07841.pdf
002 (2020-06-26) 2D Image Relighting with Image-to-Image Translation
https://arxiv.org/pdf/2006.07816.pdf
003 (2020-06-13) SE-MelGAN -- Speaker Agnostic Rapid Speech Enhancement
https://arxiv.org/pdf/2006.07637.pdf
004 (2020-06-12) FakePolisher Making DeepFakes More Detection-Evasive by Shallow Reconstruction
https://arxiv.org/pdf/2006.07533.pdf
005 (2020-06-12) Dynamic Attention Based Generative Adversarial Network with Phase Post-Processing for Speech Enhancement
https://arxiv.org/pdf/2006.07530.pdf
006 (2020-06-12) Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial Faces
https://arxiv.org/pdf/2006.07421.pdf
007 (2020-06-15) FedGAN Federated Generative Adversarial Networks for Distributed Data
https://arxiv.org/pdf/2006.07228.pdf
008 (2020-06-12) Rethinking Sampling in 3D Point Cloud Generative Adversarial Networks
https://arxiv.org/pdf/2006.07029.pdf
009 (2020-06-30) Improving GAN Training with Probability Ratio Clipping and Sample Reweighting
https://arxiv.org/pdf/2006.06900.pdf
010 (2020-06-11) Conditional Sampling With Monotone GANs
https://arxiv.org/pdf/2006.06755.pdf
011 (2020-06-11) Training Generative Adversarial Networks with Limited Data
https://arxiv.org/pdf/2006.06676.pdf
012 (2020-06-11) Cumulant GAN
https://arxiv.org/pdf/2006.06625.pdf
013 (2020-06-11) MatchGAN A Self-Supervised Semi-Supervised Conditional Generative Adversarial Network
https://arxiv.org/pdf/2006.06614.pdf
014 (2020-06-11) GANgster A Fraud Review Detector based on Regulated GAN with Data Augmentation
https://arxiv.org/pdf/2006.06561.pdf
015 (2020-06-11) Large-Scale Adversarial Training for Vision-and-Language Representation Learning
https://arxiv.org/pdf/2006.06195.pdf
016 (2020-06-11) On Noise Injection in Generative Adversarial Networks
https://arxiv.org/pdf/2006.05891.pdf
017 (2020-06-10) To Regularize or Not To Regularize The Bias Variance Trade-off in Regularized AEs
https://arxiv.org/pdf/2006.05838.pdf
018 (2020-05-20) Inverse Estimation of Elastic Modulus Using Physics-Informed Generative Adversarial Networks
https://arxiv.org/pdf/2006.05791.pdf
019 (2020-06-10) HiFi-GAN High-Fidelity Denoising and Dereverberation Based on Speech Deep Features in Adversarial Networks
https://arxiv.org/pdf/2006.05694.pdf
020 (2020-06-9) Conditional Sig-Wasserstein GANs for Time Series Generation
https://arxiv.org/pdf/2006.05421.pdf
021 (2020-06-9) Towards Good Practices for Data Augmentation in GAN Training
https://arxiv.org/pdf/2006.05338.pdf
022 (2020-06-17) Data Augmentation for Enhancing EEG-based Emotion Recognition with Deep Generative Models
https://arxiv.org/pdf/2006.05331.pdf
023 (2020-06-9) Approximating Lipschitz continuous functions with GroupSort neural networks
https://arxiv.org/pdf/2006.05254.pdf
024 (2020-06-9) A Survey on Generative Adversarial Networks Variants Applications and Training
https://arxiv.org/pdf/2006.05132.pdf
025 (2020-06-9) Host-Pathongen Co-evolution Inspired Algorithm Enables Robust GAN Training
https://arxiv.org/pdf/2006.04720.pdf
026 (2020-06-8) The Lipschitz Constant of Self-Attention
https://arxiv.org/pdf/2006.04710.pdf
027 (2020-06-8) ColdGANs Taming Language GANs with Cautious Sampling Strategies
https://arxiv.org/pdf/2006.04643.pdf
028 (2020-06-8) Distributional Robustness with IPMs and links to Regularization and GANs
https://arxiv.org/pdf/2006.04349.pdf
029 (2020-06-7) Generating Realistic Stock Market Order Streams
https://arxiv.org/pdf/2006.04212.pdf
030 (2020-06-6) Steganography GAN Cracking Steganography with Cycle Generative Adversarial Networks
https://arxiv.org/pdf/2006.04008.pdf
031 (2020-06-6) Conditional Neural Architecture Search
https://arxiv.org/pdf/2006.03969.pdf
032 (2020-06-6) A Generic and Model-Agnostic Exemplar Synthetization Framework for Explainable AI
https://arxiv.org/pdf/2006.03896.pdf
033 (2020-06-5) Inception Augmentation Generative Adversarial Network
https://arxiv.org/pdf/2006.03622.pdf
034 (2020-06-5) Structurally aware bidirectional unpaired image to image translation between CT and MR
https://arxiv.org/pdf/2006.03374.pdf
035 (2020-06-4) CiwGAN and fiwGAN Encoding information in acoustic data to model lexical learning with Generative Adversarial Networks
https://arxiv.org/pdf/2006.02951.pdf
036 (2020-06-3) Multiple Generative Adversarial Networks Analysis for Predicting Photographers' Retouching
https://arxiv.org/pdf/2006.02921.pdf
037 (2020-06-4) GAN-Based Facial Attractiveness Enhancement
https://arxiv.org/pdf/2006.02766.pdf
038 (2020-06-4) Some Theoretical Insights into Wasserstein GANs
https://arxiv.org/pdf/2006.02682.pdf
039 (2020-06-3) Double Generative Adversarial Networks for Conditional Independence Testing
https://arxiv.org/pdf/2006.02615.pdf
040 (2020-06-3) Rényi Generative Adversarial Networks
https://arxiv.org/pdf/2006.02479.pdf
041 (2020-06-3) RODE-Net Learning Ordinary Differential Equations with Randomness from Data
https://arxiv.org/pdf/2006.02377.pdf
042 (2020-06-15) Approximation and convergence of GANs training an SDE approach
https://arxiv.org/pdf/2006.02047.pdf
043 (2020-06-2) Ear2Face Deep Biometric Modality Mapping
https://arxiv.org/pdf/2006.01943.pdf
044 (2020-06-1) A GAN-Based Image Transformation Scheme for Privacy-Preserving Deep Neural Networks
https://arxiv.org/pdf/2006.01342.pdf
045 (2020-05-29) Improving EEG based continuous speech recognition using GAN
https://arxiv.org/pdf/2006.01260.pdf
046 (2020-06-1) Using Generative Models for Pediatric wbMRI
https://arxiv.org/pdf/2006.00727.pdf
047 (2020-05-31) G-IDS Generative Adversarial Networks Assisted Intrusion Detection System
https://arxiv.org/pdf/2006.00676.pdf
048 (2020-05-31) End-to-End Change Detection for High Resolution Drone Images with GAN Architecture
https://arxiv.org/pdf/2006.00467.pdf
049 (2020-05-29) Synthesizing lesions using contextual GANs improves breast cancer classification on mammograms
https://arxiv.org/pdf/2006.00086.pdf
050 (2020-05-29) Learning stochastic object models from medical imaging measurements using Progressively-Growing AmbientGANs
https://arxiv.org/pdf/2006.00033.pdf
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