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Methodology
← Learning Types
Deep Learning
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Adversarial Learning
2063 directly classified papers
Papers per year
2010: 2
2014: 1
2015: 2
2016: 6
2017: 34
2018: 132
2019: 216
2020: 301
2021: 296
2022: 301
2023: 239
2024: 276
2025: 254
2026: 3
Papers
Distilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck
NIPS 2021
Manipulating SGD with Data Ordering Attacks
NIPS 2021
Fast Certified Robust Training with Short Warmup
NIPS 2021
Backdoor Attack with Imperceptible Input and Latent Modification
NIPS 2021
Adversarial Robustness with Non-uniform Perturbations
NIPS 2021
Finding Optimal Tangent Points for Reducing Distortions of Hard-label Attacks
NIPS 2021
When does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning?
NIPS 2021
Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data
NIPS 2021
Adversarially Robust Change Point Detection
NIPS 2021
Probabilistic Margins for Instance Reweighting in Adversarial Training
NIPS 2021
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training
NIPS 2021
Particle Cloud Generation with Message Passing Generative Adversarial Networks
NIPS 2021
Adversarial Training Helps Transfer Learning via Better Representations
NIPS 2021
Morié Attack (MA): A New Potential Risk of Screen Photos
NIPS 2021
Gradient-Free Adversarial Training Against Image Corruption for Learning-based Steering
NIPS 2021
On the Algorithmic Stability of Adversarial Training
NIPS 2021
Are Transformers more robust than CNNs?
NIPS 2021
Automated Discovery of Adaptive Attacks on Adversarial Defenses
NIPS 2021
Can we have it all? On the Trade-off between Spatial and Adversarial Robustness of Neural Networks
NIPS 2021
End-to-End Unpaired Image Denoising with Conditional Adversarial Networks
AAAI 2020
DefogGAN: Predicting Hidden Information in the StarCraft Fog of War with Generative Adversarial Nets
AAAI 2020
Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents
AAAI 2020
Fastened CROWN: Tightened Neural Network Robustness Certificates
AAAI 2020
Adversarial Localized Energy Network for Structured Prediction
AAAI 2020
Towards Transferable Targeted Attack
CVPR 2020
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