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Methodology
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Adversarial Learning
4854 directly classified papers
Papers per year
2006: 3
2007: 1
2009: 4
2010: 6
2011: 3
2012: 5
2013: 10
2014: 6
2015: 8
2016: 18
2017: 87
2018: 261
2019: 551
2020: 588
2021: 703
2022: 633
2023: 672
2024: 579
2025: 561
2026: 155
Papers
A Geometry-Inspired Attack for Generating Natural Language Adversarial Examples
COLING 2020
Graph Information Bottleneck
NIPS 2020
Converting Anyone’s Emotion: Towards Speaker-Independent Emotional Voice Conversion
INTERSPEECH 2020
Adversarially Robust Learning Could Leverage Computational Hardness.
ALT 2020
BERT-ATTACK: Adversarial Attack Against BERT Using BERT
EMNLP 2020
HABERTOR: An Efficient and Effective Deep Hatespeech Detector
EMNLP 2020
Neural Topic Modeling with Cycle-Consistent Adversarial Training
EMNLP 2020
Adversarial Text Generation via Sequence Contrast Discrimination
EMNLP 2020
Domain Generalization via Entropy Regularization
NIPS 2020
Practical No-box Adversarial Attacks against DNNs
NIPS 2020
AdvFlow: Inconspicuous Black-box Adversarial Attacks using Normalizing Flows
NIPS 2020
Denoised Smoothing: A Provable Defense for Pretrained Classifiers
NIPS 2020
End-to-End Learning and Intervention in Games
NIPS 2020
Training Generative Adversarial Networks by Solving Ordinary Differential Equations
NIPS 2020
Most ReLU Networks Suffer from $\ell^2$ Adversarial Perturbations
NIPS 2020
Adversarial Distributional Training for Robust Deep Learning
NIPS 2020
Trade-offs and Guarantees of Adversarial Representation Learning for Information Obfuscation
NIPS 2020
The Pitfalls of Simplicity Bias in Neural Networks
NIPS 2020
Biologically Inspired Mechanisms for Adversarial Robustness
NIPS 2020
Boosting Adversarial Training with Hypersphere Embedding
NIPS 2020
MRI Banding Removal via Adversarial Training
NIPS 2020
Higher-Order Certification For Randomized Smoothing
NIPS 2020
(De)Randomized Smoothing for Certifiable Defense against Patch Attacks
NIPS 2020
Adversarial Example Games
NIPS 2020
Fast Adversarial Robustness Certification of Nearest Prototype Classifiers for Arbitrary Seminorms
NIPS 2020
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