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Model Editing
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논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing
SetKE: Knowledge Editing for Knowledge Elements Overlap
A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
Functional Abstraction of Knowledge Recall in Large Language Models
REDEditing: Relationship-Driven Precise Backdoor Poisoning on Text-to-Image Diffusion Models
When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers
Can We Edit LLMs for Long-Tail Biomedical Knowledge?
NAACL2025 Tutorial: Adaptation of Large Language Models
Efficient Model Editing with Task-Localized Sparse Fine-tuning
Localized Definitions and Distributed Reasoning: A Proof-of-Concept Mechanistic Interpretability Study via Activation Patching
$μ$KE: Matryoshka Unstructured Knowledge Editing of Large Language Models
Identifying Multi-modal Knowledge Neurons in Pretrained Transformers via Two-stage Filtering
Leaking LoRa: An Evaluation of Password Leaks and Knowledge Storage in Large Language Models
ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners
BiasEdit: Debiasing Stereotyped Language Models via Model Editing
SPEED: Scalable, Precise, and Efficient Concept Erasure for Diffusion Models
Exploiting Edited Large Language Models as General Scientific Optimizers
Understanding the Limits of Lifelong Knowledge Editing in LLMs
MindBridge: Scalable and Cross-Model Knowledge Editing via Memory-Augmented Modality
Precise Localization of Memories: A Fine-grained Neuron-level Knowledge Editing Technique for LLMs
Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning
MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge
GeoEdit: Geometric Knowledge Editing for Large Language Models
A Causal Lens for Evaluating Faithfulness Metrics
FLEKE: Federated Locate-then-Edit Knowledge Editing
Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMs
Revealing and Mitigating Over-Attention in Knowledge Editing
CoME: An Unlearning-based Approach to Conflict-free Model Editing
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing
Personality Editing for Language Models through Relevant Knowledge Editing
The Mirage of Model Editing: Revisiting Evaluation in the Wild
K-Edit: Language Model Editing with Contextual Knowledge Awareness
MEMIT-Merge: Addressing MEMIT's Key-Value Conflicts in Same-Subject Batch Editing for LLMs
Reinforced Lifelong Editing for Language Models
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