Multimodal Knowledge Editing

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When Successful Knowledge Graph Edits Displace Correct Answers: Rank-Level Locality beyond Parameter Support
Sep 14, 2026Yi-Cheng Lai, Jerry Wang, Hsin-Ling Hsu +3Multimodal Knowledge Editing
Hybrid-Policy Self-Editing for Composable Unstructured Knowledge Editing
Aug 12, 2026Tianci Liu, Zihan Dong, Tianchun Li +8Multimodal Knowledge Editing Unsupervised On-Policy Self-Distillation
ForgetBench: Benchmarking Forgetting Dynamics of Long-Term Parametric Memory in Language Models
Jul 29, 2026Ruxi Gu, Zhenliang Zhang, Wei WangLarge Language Model Memory Large Language Model Benchmarks
Multimodal Knowledge Edit-Scoped Generalization for Online Recursive MLLM Editing
Jul 2, 2026Siyuan Li, Youyuan Zhang, Ruitong Liu +2Multimodal Knowledge Editing Global Editing
KnowledgeDebugger -- an Exploration Tool for Knowledge Localization and Editing in Transformers
Jul 1, 2026Eric Benz, Lennart Stöpler, Nikolai Bolik +1Multimodal Knowledge Editing Precise Debugging
PASTA: A Paraphrasing And Self-Training Approach for Knowledge Updating in LLMs
Jun 27, 2026Takayuki Yamamoto, Daisuke KawaharaMultimodal Knowledge Editing Data Augmentation
Reproducibility Study of "AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models"
Jun 25, 2026Ananth K Suresh, Arya HariharanMultimodal Knowledge Editing Protein Language Model
Exposing the Illusion of Erasure in Knowledge Editing for LLMs
Jun 22, 2026Advik Raj Basani, Anshuman ChhabraMultimodal Knowledge Editing Concept Erasure
Orthogonal Representation Editing: Decoupling Semantic Entanglement in Batch Knowledge Editing of LLMs
Jun 21, 2026Wenhao Yu, Zhicong Lu, Bo Lv +4Multimodal Knowledge Editing Entanglement
LEDGER: Scaling Agentic Document Editing with Dependency-aware Graph Retrieval
Jun 19, 2026Mike Hang Wang, Utkarsh Garg, Reza Davari +5Query-Document Pairs Multimodal Knowledge Editing
LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing
Jun 18, 2026Masih Eskandar, Miquel Sirera Perelló, Stratis Ioannidis +1Multimodal Knowledge Editing Large Language Model Memory
KVEraser: Learning to Steer KV Cache for Efficient Localized Context Erasing
Jun 15, 2026Mufei Li, Shikun Liu, Dongqi Fu +5Kv-Cache Steering Key-Value Cache
Models Take Notes at Prefill: KV Cache Can Be Editable and Composable
Jun 14, 2026Bojie LiCache Prefill
When to Write and When to Suppress: Route-Specialized Dual Adapters for Memory-Assisted Knowledge Editing
Jun 12, 2026Baijia Zhang, Yining HuangMultimodal Knowledge Editing Adapters
TimeROME-DLM: Temporal Causal Tracing and Low-Rank Inference-Time Knowledge Editing for Masked Diffusion Language Models
Jun 11, 2026Zhengtao Yao, Liuyang Song, Hongbo Zhang +4Masked Diffusion Language Models Multimodal Knowledge Editing
Benchmarking Knowledge Editing using Logical Rules
Jun 9, 2026Tatiana Moteu Ngoli, NDah Jean Kouagou, Hamada M. Zahera +1Multimodal Knowledge Editing Large Language Model Benchmarks
Knowledge Editing for Masked Diffusion Language Models
Jun 2, 2026Haewon Park, Yohan JoMultimodal Knowledge Editing Masked Diffusion Language Models
HyperPatch: Sequential Knowledge Editing Under n-ary Structural Drift
Jun 2, 2026Yu-Kai Chan, Wen-Sheng Lien, Dong-Ting Yao +4Multimodal Knowledge Editing State Drift
Revisiting Ripple Effects in Knowledge Editing through Pressure-Aware Joint Neighborhood Optimization
Jun 1, 2026Haoben Huang, Shuxin Liu, Ou Wu +1Multimodal Knowledge Editing Transferable Knowledge
AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise
May 31, 2026Bowen Tian, Caixue He, Jiemin Wu +4Multimodal Knowledge Editing Equiedit
Revisiting Parameter-Based Knowledge Editing in Large Language Models: Theoretical Limits and Empirical Evidence
May 30, 2026Wanying Ren, Xin Song, Futing Wang +2Multimodal Knowledge Editing Fundamental Limits
Do Text Edits Generalize to Visual Generation? Benchmarking Cross-Modal Knowledge Editing in UMMs
May 30, 2026Xin Gao, Cheng Yang, Chufan Shi +1Multimodal Knowledge Editing Multimodal Generation
Towards Localized and Disentangled Knowledge Editing for Multimodal Large Language Models
May 28, 2026Leijiang Gu, Zhen Zeng, Feng Li +2Multimodal Knowledge Editing Large Multimodal Models
From Fact Overwriting to Knowledge Evolution: Causal Editing via On-Policy Self-Distillation
May 27, 2026Shuaike Li, Kai Zhang, Xianquan Wang +2Multimodal Knowledge Editing Unsupervised On-Policy Self-Distillation
The Labyrinth and the Thread: Rethinking Regularizations in Sequential Knowledge Editing for Large Language Models
May 26, 2026Zheng Wang, Kaixuan Zhang, Wanfang Chen +2Multimodal Knowledge Editing Updates
Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment
May 22, 2026Haoyuan Wang, Xiaohao Liu, Jiajie Su +2Multimodal Knowledge Editing Adversarial Transferability
Modality-Decoupled Online Recursive Editing
May 19, 2026Siyuan Li, Youyuan Zhang, Fangming Liu +1Multimodal Knowledge Editing Large Multimodal Models
Scalable Knowledge Editing for Mixture-of-Experts LLMs via Tensor-Structured Updates
May 15, 2026Roman Maksimov, Vladimir Aletov, Dmitry Bylinkin +3Multimodal Knowledge Editing Mixture-Of-Expert Language Models
Merging Methods for Multilingual Knowledge Editing for Large Language Models: An Empirical Odyssey
May 13, 2026Kunil Lee, Ki-Young Shin, Jong-Hyeok Lee +1Multimodal Knowledge Editing Multilingual
More Edits, More Stable: Understanding the Lifelong Normalization in Sequential Model Editing
May 12, 2026Xin Ma, Wei Chen, Qi Liu +4Multimodal Knowledge Editing Catastrophic Forgetting
SLIM: Sparse Latent Steering for Interpretable and Property-Directed LLM-Based Molecular Editing
May 11, 2026Mingxu Zhang, Yuhan Li, Lujundong Li +3Multimodal Knowledge Editing Large Multimodal Models
BetaEdit: Null-Space Constrained Sequential Model Editing
May 10, 2026Bingqing Liu, Wei Liu, Yuhua LiMultimodal Knowledge Editing Data Leakage
Uncovering Entity Identity Confusion in Multimodal Knowledge Editing
May 7, 2026Shu Wu, Xiaotian Ye, Xinyu Mou +3Multimodal Knowledge Editing Knowledge Graph Embeddings
EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscripts
May 3, 2026Garvin KruthofMultimodal Knowledge Editing Scientific Papers
HoReN: Normalized Hopfield Retrieval for Large-Scale Sequential Model Editing
May 2, 2026Yuan Fang, Yi Xie, Xuming RanMultimodal Knowledge Editing Retraining
Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression
Apr 21, 2026Dahyun Jung, Jaewook Lee, Heuiseok LimMultimodal Knowledge Editing Heterogeneous Knowledge Distillation
One Mask to Rule Them All: On Hidden Facts after Editing and How to Find Them
Apr 18, 2026Ali Holmov, Paul Youssef, Nandi Schoots +1Multimodal Knowledge Editing Rewrite
Edit Knowledge, Not Just Facts via Multi-Step Reasoning over Background Stories
Feb 2, 2026Ya Gao, Kalle Kujanpää, Pekka Marttinen +2Multimodal Knowledge Editing Multi-Hop Reasoning
Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs
Nov 25, 2025Xuyuan Liu, Shengyu Chen, Xinshuai Dong +6Multimodal Knowledge Editing Large Language Model Memory
Can Fine-Tuning Erase Your Edits? On the Fragile Coexistence of Knowledge Editing and Adaptation
Nov 8, 2025Yinjie Cheng, Paul Youssef, Christin Seifert +2Multimodal Knowledge Editing Global Editing
InComeS: Integrating Compression and Selection Mechanisms into LLMs for Efficient Model Editing
May 28, 2025Shuaiyi Li, Zhisong Zhang, Yang Deng +6Multimodal Knowledge Editing In-Context Learning

Sep 14, 2026 · cs.AIJ/K move · Enter open · S save

When Successful Knowledge Graph Edits Displace Correct Answers: Rank-Level Locality beyond Parameter Support

Yi-Cheng Lai, Jerry Wang, Hsin-Ling Hsu, Li-Chu Chi+2

Editing a knowledge graph embedding (KGE) model to promote a desired answer can displace correct answers from the returned list. Locality tests based only on facts that reuse the edited parameter can miss this ranking effect. We introduce a common rank-displacement audit at three scopes: facts supported by the edited parameter, other correct answers to the target query, and correct answers across queries with the same relation. We also derive dimensional and geometric conditions for an update to improve the target while exactly preserving selected scores. On FB15k-237 with DistMult and ComplEx, direct promotion always moves the target into the top ten, but does so without damage in only 23.0--23.2% of edits. Strict preservation causes no measured damage, yet succeeds in only 1.3--1.4%. Support-regularized entity editing gives the highest joint success, 36.3--37.7%, while rank-truncated preservation reaches 32.8--34.7% and reduces the mean number of displaced answers from about 14 to 1.2. Experiments across dimensions, scorers, ranking conventions, and a learned editor show that locality depends on both the protected scope and the editing mechanism. KGE editing should therefore report correction success together with the incidence and severity of rank displacement.

Multimodal Knowledge Editing

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