| 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 |
| CROW: Eliminating Backdoors from Large Language Models via Internal Consistency Regularization | Nov 18, 2024 | backdoor defenseText Generation | CodeCode Available | 1 |
| BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense Evaluation | Nov 17, 2024 | Action Recognitionbackdoor defense | CodeCode Available | 1 |
| 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 |
| Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense | Oct 13, 2024 | backdoor defense | CodeCode Available | 1 |
| "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 |
| Adversarial Backdoor Defense in CLIP | Sep 24, 2024 | backdoor defenseData Augmentation | —Unverified | 0 |
| Towards Robust Object Detection: Identifying and Removing Backdoors via Module Inconsistency Analysis | Sep 24, 2024 | backdoor defenseObject | —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 |
| Data-centric NLP Backdoor Defense from the Lens of Memorization | Sep 21, 2024 | Backdoor Attackbackdoor defense | —Unverified | 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 |
| Fisher Information guided Purification against Backdoor Attacks | Sep 1, 2024 | Action Recognitionbackdoor defense | CodeCode Available | 1 |
| VFLIP: A Backdoor Defense for Vertical Federated Learning via Identification and Purification | Aug 28, 2024 | Anomaly Detectionbackdoor defense | CodeCode Available | 1 |
| 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 |
