| ScEdit: Script-based Assessment of Knowledge Editing | May 29, 2025 | counterfactualknowledge editing | CodeCode Available | 0 |
| Adaptive Detoxification: Safeguarding General Capabilities of LLMs through Toxicity-Aware Knowledge Editing | May 28, 2025 | Instruction Followingknowledge editing | —Unverified | 0 |
| CaseEdit: Enhancing Localized Commonsense Reasoning via Null-Space Constrained Knowledge Editing in Small Parameter Language Models | May 26, 2025 | Common Sense ReasoningComputational Efficiency | —Unverified | 0 |
| Editing as Unlearning: Are Knowledge Editing Methods Strong Baselines for Large Language Model Unlearning? | May 26, 2025 | In-Context Learningknowledge editing | —Unverified | 0 |
| REACT: Representation Extraction And Controllable Tuning to Overcome Overfitting in LLM Knowledge Editing | May 25, 2025 | knowledge editingLanguage Modeling | —Unverified | 0 |
| LLLMs: A Data-Driven Survey of Evolving Research on Limitations of Large Language Models | May 25, 2025 | Hallucinationknowledge editing | —Unverified | 0 |
| Benchmarking and Rethinking Knowledge Editing for Large Language Models | May 24, 2025 | Benchmarkingknowledge editing | CodeCode Available | 0 |
| Disentangling Knowledge Representations for Large Language Model Editing | May 24, 2025 | Disentanglementknowledge editing | —Unverified | 0 |
| Safety Alignment via Constrained Knowledge Unlearning | May 24, 2025 | knowledge editingSafety Alignment | —Unverified | 0 |
| Editing Across Languages: A Survey of Multilingual Knowledge Editing | May 20, 2025 | knowledge editingModel Editing | —Unverified | 0 |
| Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing | May 19, 2025 | knowledge editing | CodeCode Available | 0 |
| UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models | May 18, 2025 | Diversityknowledge editing | —Unverified | 0 |
| DeltaEdit: Enhancing Sequential Editing in Large Language Models by Controlling Superimposed Noise | May 12, 2025 | knowledge editing | —Unverified | 0 |
| BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing | May 2, 2025 | knowledge editingModel Editing | —Unverified | 0 |
| SetKE: Knowledge Editing for Knowledge Elements Overlap | Apr 29, 2025 | Incremental Learningknowledge editing | —Unverified | 0 |
| Functional Abstraction of Knowledge Recall in Large Language Models | Apr 20, 2025 | knowledge editing | —Unverified | 0 |
| Can We Edit LLMs for Long-Tail Biomedical Knowledge? | Apr 14, 2025 | knowledge editing | CodeCode Available | 0 |
| μKE: Matryoshka Unstructured Knowledge Editing of Large Language Models | Apr 1, 2025 | knowledge editing | —Unverified | 0 |
| Identifying Multi-modal Knowledge Neurons in Pretrained Transformers via Two-stage Filtering | Mar 29, 2025 | Caption Generationknowledge editing | —Unverified | 0 |
| ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems | Mar 26, 2025 | Autonomous Drivingknowledge editing | CodeCode Available | 0 |
| Understanding the Limits of Lifelong Knowledge Editing in LLMs | Mar 7, 2025 | Benchmarkingknowledge editing | —Unverified | 0 |
| MindBridge: Scalable and Cross-Model Knowledge Editing via Memory-Augmented Modality | Mar 4, 2025 | knowledge editing | CodeCode Available | 0 |
| Precise Localization of Memories: A Fine-grained Neuron-level Knowledge Editing Technique for LLMs | Mar 3, 2025 | knowledge editing | CodeCode Available | 0 |
| Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning | Mar 1, 2025 | knowledge editing | —Unverified | 0 |
| GeoEdit: Geometric Knowledge Editing for Large Language Models | Feb 27, 2025 | General Knowledgeknowledge editing | —Unverified | 0 |
| FLEKE: Federated Locate-then-Edit Knowledge Editing | Feb 21, 2025 | knowledge editing | CodeCode Available | 0 |
| Revealing and Mitigating Over-Attention in Knowledge Editing | Feb 20, 2025 | knowledge editingSpecificity | CodeCode Available | 0 |
| Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMs | Feb 20, 2025 | knowledge editingTransfer Learning | —Unverified | 0 |
| Personality Editing for Language Models through Relevant Knowledge Editing | Feb 17, 2025 | knowledge editing | —Unverified | 0 |
| MEMIT-Merge: Addressing MEMIT's Key-Value Conflicts in Same-Subject Batch Editing for LLMs | Feb 11, 2025 | knowledge editing | —Unverified | 0 |
| Related Knowledge Perturbation Matters: Rethinking Multiple Pieces of Knowledge Editing in Same-Subject | Feb 8, 2025 | knowledge editing | CodeCode Available | 0 |
| AnyEdit: Edit Any Knowledge Encoded in Language Models | Feb 8, 2025 | FormImage Editing | —Unverified | 0 |
| Position: Editing Large Language Models Poses Serious Safety Risks | Feb 5, 2025 | knowledge editingModel Editing | —Unverified | 0 |
| Mass-Editing Memory with Attention in Transformers: A cross-lingual exploration of knowledge | Feb 4, 2025 | knowledge editing | CodeCode Available | 0 |
| Lifelong Knowledge Editing requires Better Regularization | Feb 3, 2025 | knowledge editing | CodeCode Available | 0 |
| Knowledge Editing for Large Language Model with Knowledge Neuronal Ensemble | Dec 30, 2024 | knowledge editingLanguage Modeling | —Unverified | 0 |
| Joint Knowledge Editing for Information Enrichment and Probability Promotion | Dec 22, 2024 | counterfactualknowledge editing | CodeCode Available | 0 |
| ComprehendEdit: A Comprehensive Dataset and Evaluation Framework for Multimodal Knowledge Editing | Dec 17, 2024 | knowledge editing | CodeCode Available | 0 |
| ConceptEdit: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning | Dec 16, 2024 | knowledge editingQuestion Answering | —Unverified | 0 |
| One Mind, Many Tongues: A Deep Dive into Language-Agnostic Knowledge Neurons in Large Language Models | Nov 26, 2024 | knowledge editing | —Unverified | 0 |
| Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts | Nov 23, 2024 | knowledge editingMixture-of-Experts | —Unverified | 0 |
| Visual-Oriented Fine-Grained Knowledge Editing for MultiModal Large Language Models | Nov 19, 2024 | knowledge editing | —Unverified | 0 |
| Model Editing for LLMs4Code: How Far are We? | Nov 11, 2024 | 16kCode Generation | CodeCode Available | 0 |
| Commonsense Knowledge Editing Based on Free-Text in LLMs | Oct 31, 2024 | knowledge editing | CodeCode Available | 0 |
| Reasons and Solutions for the Decline in Model Performance after Editing | Oct 31, 2024 | knowledge editing | CodeCode Available | 0 |
| Representation Shattering in Transformers: A Synthetic Study with Knowledge Editing | Oct 22, 2024 | knowledge editingMamba | —Unverified | 0 |
| EcomEdit: An Automated E-commerce Knowledge Editing Framework for Enhanced Product and Purchase Intention Understanding | Oct 18, 2024 | knowledge editing | —Unverified | 0 |
| Mechanistic Unlearning: Robust Knowledge Unlearning and Editing via Mechanistic Localization | Oct 16, 2024 | knowledge editingLanguage Modeling | —Unverified | 0 |
| Can We Reverse In-Context Knowledge Edits? | Oct 16, 2024 | knowledge editingLanguage Modelling | —Unverified | 0 |
| O-Edit: Orthogonal Subspace Editing for Language Model Sequential Editing | Oct 15, 2024 | knowledge editingLanguage Modeling | —Unverified | 0 |