| Progressive Poisoned Data Isolation for Training-time Backdoor Defense | Dec 20, 2023 | backdoor defenseData Poisoning | CodeCode Available | 0 |
| FL-PLAS: Federated Learning with Partial Layer Aggregation for Backdoor Defense Against High-Ratio Malicious Clients | May 17, 2025 | backdoor defenseFederated Learning | CodeCode Available | 0 |
| TERD: A Unified Framework for Safeguarding Diffusion Models Against Backdoors | Sep 9, 2024 | backdoor defenseImage Generation | CodeCode Available | 0 |
| Gungnir: Exploiting Stylistic Features in Images for Backdoor Attacks on Diffusion Models | Feb 28, 2025 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Obliviate: Neutralizing Task-agnostic Backdoors within the Parameter-efficient Fine-tuning Paradigm | Sep 21, 2024 | backdoor defenseparameter-efficient fine-tuning | CodeCode Available | 0 |
| Cert-SSB: Toward Certified Sample-Specific Backdoor Defense | Apr 30, 2025 | backdoor defense | CodeCode Available | 0 |
| CLIP-Guided Backdoor Defense through Entropy-Based Poisoned Dataset Separation | Jul 7, 2025 | backdoor defense | CodeCode Available | 0 |
| TIJO: Trigger Inversion with Joint Optimization for Defending Multimodal Backdoored Models | Aug 7, 2023 | backdoor defenseobject-detection | CodeCode Available | 0 |
| Towards Backdoor Stealthiness in Model Parameter Space | Jan 10, 2025 | backdoor defensemodel | CodeCode Available | 0 |
| Expose Before You Defend: Unifying and Enhancing Backdoor Defenses via Exposed Models | Oct 25, 2024 | backdoor defenseModel Editing | CodeCode Available | 0 |
| Erasing Self-Supervised Learning Backdoor by Cluster Activation Masking | Dec 13, 2023 | backdoor defenseSelf-Supervised Learning | CodeCode Available | 0 |
| Efficient Backdoor Removal Through Natural Gradient Fine-tuning | Jun 30, 2023 | backdoor defense | CodeCode Available | 0 |
| BadActs: A Universal Backdoor Defense in the Activation Space | May 18, 2024 | backdoor defense | CodeCode Available | 0 |
| Diff-Cleanse: Identifying and Mitigating Backdoor Attacks in Diffusion Models | Jul 31, 2024 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Backdoor Defense via Suppressing Model Shortcuts | Nov 2, 2022 | backdoor defensemodel | CodeCode Available | 0 |
| Mask and Restore: Blind Backdoor Defense at Test Time with Masked Autoencoder | Mar 27, 2023 | backdoor defenseImage Generation | CodeCode Available | 0 |
| Mitigating Backdoor Attack by Injecting Proactive Defensive Backdoor | May 25, 2024 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Towards Unified Robustness Against Both Backdoor and Adversarial Attacks | May 28, 2024 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Model-Contrastive Learning for Backdoor Defense | May 9, 2022 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| MSDT: Masked Language Model Scoring Defense in Text Domain | Nov 10, 2022 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| Backdoor Token Unlearning: Exposing and Defending Backdoors in Pretrained Language Models | Jan 5, 2025 | backdoor defense | CodeCode Available | 0 |
| Neural Polarizer: A Lightweight and Effective Backdoor Defense via Purifying Poisoned Features | Jun 29, 2023 | backdoor defense | CodeCode Available | 0 |
| Shared Adversarial Unlearning: Backdoor Mitigation by Unlearning Shared Adversarial Examples | Jul 20, 2023 | backdoor defense | CodeCode Available | 0 |
| "No Matter What You Do": Purifying GNN Models via Backdoor Unlearning | Oct 2, 2024 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| OCGEC: One-class Graph Embedding Classification for DNN Backdoor Detection | Dec 4, 2023 | Anomaly Detectionbackdoor defense | CodeCode Available | 0 |
