| CLIP-Guided Backdoor Defense through Entropy-Based Poisoned Dataset Separation | Jul 7, 2025 | backdoor defense | CodeCode Available | 0 |
| CUBA: Controlled Untargeted Backdoor Attack against Deep Neural Networks | Jun 20, 2025 | Backdoor Attackbackdoor defense | —Unverified | 0 |
| InverTune: Removing Backdoors from Multimodal Contrastive Learning Models via Trigger Inversion and Activation Tuning | Jun 14, 2025 | backdoor defenseContrastive Learning | —Unverified | 0 |
| TED-LaST: Towards Robust Backdoor Defense Against Adaptive Attacks | Jun 12, 2025 | backdoor defenseData Poisoning | —Unverified | 0 |
| SRD: Reinforcement-Learned Semantic Perturbation for Backdoor Defense in VLMs | Jun 5, 2025 | backdoor defenseImage Captioning | —Unverified | 0 |
| Robust Anti-Backdoor Instruction Tuning in LVLMs | Jun 4, 2025 | backdoor defenseInstruction Following | —Unverified | 0 |
| Spectral Insights into Data-Oblivious Critical Layers in Large Language Models | May 31, 2025 | backdoor defenseDomain Adaptation | —Unverified | 0 |
| Heterogeneous Graph Backdoor Attack | May 30, 2025 | Backdoor Attackbackdoor defense | —Unverified | 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 |
| Cert-SSB: Toward Certified Sample-Specific Backdoor Defense | Apr 30, 2025 | backdoor defense | CodeCode Available | 0 |
| TrojanDam: Detection-Free Backdoor Defense in Federated Learning through Proactive Model Robustification utilizing OOD Data | Apr 22, 2025 | backdoor defenseFederated Learning | CodeCode Available | 0 |
| Backdoor Defense in Diffusion Models via Spatial Attention Unlearning | Apr 21, 2025 | backdoor defense | —Unverified | 0 |
| Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks | Mar 31, 2025 | backdoor defenseFace Recognition | —Unverified | 0 |
| Prototype Guided Backdoor Defense | Mar 26, 2025 | backdoor defense | —Unverified | 0 |
| Gungnir: Exploiting Stylistic Features in Images for Backdoor Attacks on Diffusion Models | Feb 28, 2025 | Backdoor Attackbackdoor defense | CodeCode Available | 0 |
| A Dual-Purpose Framework for Backdoor Defense and Backdoor Amplification in Diffusion Models | Feb 26, 2025 | Backdoor Attackbackdoor defense | —Unverified | 0 |
| Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features | Feb 23, 2025 | Adversarial Defensebackdoor defense | —Unverified | 0 |
| REFINE: Inversion-Free Backdoor Defense via Model Reprogramming | Feb 22, 2025 | backdoor defense | CodeCode Available | 4 |
| Gradient Norm-based Fine-Tuning for Backdoor Defense in Automatic Speech Recognition | Feb 3, 2025 | Automatic Speech Recognitionbackdoor defense | —Unverified | 0 |
| PCAP-Backdoor: Backdoor Poisoning Generator for Network Traffic in CPS/IoT Environments | Jan 26, 2025 | backdoor defenseDeep Learning | —Unverified | 0 |
| Towards Backdoor Stealthiness in Model Parameter Space | Jan 10, 2025 | backdoor defensemodel | CodeCode Available | 0 |
| Backdoor Token Unlearning: Exposing and Defending Backdoors in Pretrained Language Models | Jan 5, 2025 | backdoor defense | CodeCode Available | 0 |
| 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 |
| Gracefully Filtering Backdoor Samples for Generative Large Language Models without Retraining | Dec 3, 2024 | backdoor defenseComputational Efficiency | CodeCode Available | 1 |
