| Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning | Dec 29, 2024 | backdoor defenseContrastive Learning | —Unverified | 0 |
| Proactive Adversarial Defense: Harnessing Prompt Tuning in Vision-Language Models to Detect Unseen Backdoored Images | Dec 11, 2024 | Adversarial Defensebackdoor defense | —Unverified | 0 |
| CopyrightShield: Spatial Similarity Guided Backdoor Defense against Copyright Infringement in Diffusion Models | Dec 2, 2024 | backdoor defenseImage Generation | —Unverified | 0 |
| Neutralizing Backdoors through Information Conflicts for Large Language Models | Nov 27, 2024 | backdoor defense | —Unverified | 0 |
| MADE: Graph Backdoor Defense with Masked Unlearning | Nov 26, 2024 | backdoor defenseDrug Discovery | —Unverified | 0 |
| FedBlock: A Blockchain Approach to Federated Learning against Backdoor Attacks | Nov 5, 2024 | backdoor defenseFederated Learning | —Unverified | 0 |
| Embedding Watermarks in Diffusion Process for Model Intellectual Property Protection | Oct 29, 2024 | backdoor defense | —Unverified | 0 |
| Expose Before You Defend: Unifying and Enhancing Backdoor Defenses via Exposed Models | Oct 25, 2024 | backdoor defenseModel Editing | CodeCode Available | 0 |
| BeniFul: Backdoor Defense via Middle Feature Analysis for Deep Neural Networks | Oct 15, 2024 | backdoor defense | —Unverified | 0 |
| "No Matter What You Do": Purifying GNN Models via Backdoor Unlearning | Oct 2, 2024 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Efficient Backdoor Defense in Multimodal Contrastive Learning: A Token-Level Unlearning Method for Mitigating Threats | Sep 29, 2024 | Backdoor Attackbackdoor defense | —Unverified | 0 |
| CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning | Sep 26, 2024 | backdoor defenseContrastive Learning | —Unverified | 0 |
| Towards Robust Object Detection: Identifying and Removing Backdoors via Module Inconsistency Analysis | Sep 24, 2024 | backdoor defenseObject | —Unverified | 0 |
| Adversarial Backdoor Defense in CLIP | Sep 24, 2024 | backdoor defenseData Augmentation | —Unverified | 0 |
| Data-centric NLP Backdoor Defense from the Lens of Memorization | Sep 21, 2024 | Backdoor Attackbackdoor defense | —Unverified | 0 |
| Obliviate: Neutralizing Task-agnostic Backdoors within the Parameter-efficient Fine-tuning Paradigm | Sep 21, 2024 | backdoor defenseparameter-efficient fine-tuning | CodeCode Available | 0 |
| PureDiffusion: Using Backdoor to Counter Backdoor in Generative Diffusion Models | Sep 20, 2024 | backdoor defense | —Unverified | 0 |
| TERD: A Unified Framework for Safeguarding Diffusion Models Against Backdoors | Sep 9, 2024 | backdoor defenseImage Generation | CodeCode Available | 0 |
| Backdoor defense, learnability and obfuscation | Sep 4, 2024 | backdoor defense | —Unverified | 0 |
| Backdoor Defense through Self-Supervised and Generative Learning | Sep 2, 2024 | backdoor defense | —Unverified | 0 |
| Fusing Pruned and Backdoored Models: Optimal Transport-based Data-free Backdoor Mitigation | Aug 28, 2024 | backdoor defense | —Unverified | 0 |
| Defending Text-to-image Diffusion Models: Surprising Efficacy of Textual Perturbations Against Backdoor Attacks | Aug 28, 2024 | backdoor defense | CodeCode Available | 0 |
| SAB:A Stealing and Robust Backdoor Attack based on Steganographic Algorithm against Federated Learning | Aug 25, 2024 | Backdoor Attackbackdoor defense | —Unverified | 0 |
| Protecting against simultaneous data poisoning attacks | Aug 23, 2024 | backdoor defenseData Poisoning | —Unverified | 0 |
| Eliminating Backdoors in Neural Code Models for Secure Code Understanding | Aug 8, 2024 | Autonomous Drivingbackdoor defense | —Unverified | 0 |
| Diff-Cleanse: Identifying and Mitigating Backdoor Attacks in Diffusion Models | Jul 31, 2024 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Model-agnostic clean-label backdoor mitigation in cybersecurity environments | Jul 11, 2024 | backdoor defenseClassification | —Unverified | 0 |
| Evolutionary Trigger Detection and Lightweight Model Repair Based Backdoor Defense | Jul 7, 2024 | Autonomous DrivingBackdoor Attack | —Unverified | 0 |
| Defense Against Syntactic Textual Backdoor Attacks with Token Substitution | Jul 4, 2024 | backdoor defenseSentence | —Unverified | 0 |
| Robustness Inspired Graph Backdoor Defense | Jun 14, 2024 | backdoor defenseGraph Classification | —Unverified | 0 |
| Unveiling and Mitigating Backdoor Vulnerabilities based on Unlearning Weight Changes and Backdoor Activeness | May 30, 2024 | backdoor defense | —Unverified | 0 |
| Magnitude-based Neuron Pruning for Backdoor Defens | May 28, 2024 | backdoor defense | —Unverified | 0 |
| Rethinking Pruning for Backdoor Mitigation: An Optimization Perspective | May 28, 2024 | backdoor defenseGraph Neural Network | —Unverified | 0 |
| Towards Unified Robustness Against Both Backdoor and Adversarial Attacks | May 28, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Mitigating Backdoor Attack by Injecting Proactive Defensive Backdoor | May 25, 2024 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack | May 25, 2024 | Adversarial Attackbackdoor defense | —Unverified | 0 |
| Interactive Simulations of Backdoors in Neural Networks | May 21, 2024 | backdoor defense | —Unverified | 0 |
| BadActs: A Universal Backdoor Defense in the Activation Space | May 18, 2024 | backdoor defense | CodeCode Available | 0 |
| LSP Framework: A Compensatory Model for Defeating Trigger Reverse Engineering via Label Smoothing Poisoning | Apr 19, 2024 | Backdoor Attackbackdoor defense | —Unverified | 0 |
| Unlearning Backdoor Threats: Enhancing Backdoor Defense in Multimodal Contrastive Learning via Local Token Unlearning | Mar 24, 2024 | backdoor defenseContrastive Learning | —Unverified | 0 |
| Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency | Mar 15, 2024 | backdoor defense | CodeCode Available | 0 |
| Spy-Watermark: Robust Invisible Watermarking for Backdoor Attack | Jan 4, 2024 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Backdoor Defense via Test-Time Detecting and Repairing | Jan 1, 2024 | Autonomous Drivingbackdoor defense | —Unverified | 0 |
| Is It Possible to Backdoor Face Forgery Detection with Natural Triggers? | Dec 31, 2023 | Backdoor Attackbackdoor defense | —Unverified | 0 |
| Progressive Poisoned Data Isolation for Training-time Backdoor Defense | Dec 20, 2023 | backdoor defenseData Poisoning | CodeCode Available | 0 |
| Erasing Self-Supervised Learning Backdoor by Cluster Activation Masking | Dec 13, 2023 | backdoor defenseSelf-Supervised Learning | CodeCode Available | 0 |
| OCGEC: One-class Graph Embedding Classification for DNN Backdoor Detection | Dec 4, 2023 | Anomaly Detectionbackdoor defense | CodeCode Available | 0 |
| Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations | Nov 16, 2023 | backdoor defense | —Unverified | 0 |
| From Trojan Horses to Castle Walls: Unveiling Bilateral Data Poisoning Effects in Diffusion Models | Nov 4, 2023 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| DFB: A Data-Free, Low-Budget, and High-Efficacy Clean-Label Backdoor Attack | Aug 18, 2023 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |