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Adversarial Learning

1235 directly classified papers

Papers per year

Papers

The Price of Implicit Bias in Adversarially Robust Generalization NIPS 2024
Is LLM-as-a-Judge Robust? Investigating Universal Adversarial Attacks on Zero-shot LLM Assessment EMNLP 2024
Robustness Verification of Multi-Class Tree Ensembles AAAI 2024
Diffusion Models are Certifiably Robust Classifiers NIPS 2024
RAMP: Boosting Adversarial Robustness Against Multiple $l_p$ Perturbations for Universal Robustness NIPS 2024
Towards Understanding Jailbreak Attacks in LLMs: A Representation Space Analysis EMNLP 2024
WaveAttack: Asymmetric Frequency Obfuscation-based Backdoor Attacks Against Deep Neural Networks NIPS 2024
Unveiling and Mitigating Backdoor Vulnerabilities based on Unlearning Weight Changes and Backdoor Activeness NIPS 2024
FOOL ME IF YOU CAN! An Adversarial Dataset to Investigate the Robustness of LMs in Word Sense Disambiguation EMNLP 2024
Conditional Backdoor Attack via JPEG Compression AAAI 2024
NeRFail: Neural Radiance Fields-Based Multiview Adversarial Attack AAAI 2024
Transferability Bound Theory: Exploring Relationship between Adversarial Transferability and Flatness NIPS 2024
GREAT Score: Global Robustness Evaluation of Adversarial Perturbation using Generative Models NIPS 2024
ASETF: A Novel Method for Jailbreak Attack on LLMs through Translate Suffix Embeddings EMNLP 2024
Bag of Tricks: Benchmarking of Jailbreak Attacks on LLMs NIPS 2024
Injecting Undetectable Backdoors in Obfuscated Neural Networks and Language Models NIPS 2024
Evaluating the Instruction-Following Robustness of Large Language Models to Prompt Injection EMNLP 2024
Boosting the Transferability of Adversarial Attack on Vision Transformer with Adaptive Token Tuning NIPS 2024
Exploring Adversarial Robustness of Deep State Space Models NIPS 2024
Accelerating Adversarially Robust Model Selection for Deep Neural Networks via Racing AAAI 2024
Certified Robustness for Deep Equilibrium Models via Serialized Random Smoothing NIPS 2024
Chronic Poisoning: Backdoor Attack against Split Learning AAAI 2024
Lyapunov-Stable Deep Equilibrium Models AAAI 2024
BadRL: Sparse Targeted Backdoor Attack against Reinforcement Learning AAAI 2024
Where and How to Attack? A Causality-Inspired Recipe for Generating Counterfactual Adversarial Examples AAAI 2024