Multimodal Knowledge Editing

Ask about this topic

Momentum

7 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 50

All topics
CardsList

  1. How Should Diffusion Language Models Edit Code?

    Sep 29, 2026Xijia Tao, Ziru Liu, Shansan Gong +7Multimodal Knowledge EditingDiffusion Language Models

    The University of Hong Kong · Huawei Technologies Ltd. · City University of Hong Kong +1

  2. Generalizable Lifelong Model Editing via Preference Optimization

    Sep 29, 2026Dahyun Jung, Suhyune Son, Heuiseok LimMultimodal Knowledge EditingReplay-Based Continual Learning

    Department of Computer Science and Engineering, Korea University

  3. ManiEdit: Sequential Unstructured Knowledge Editing for Language Models from a Manifold Perspective

    Sep 27, 2026Rui Liu, Chenheng Zhang, Haoxuan Li +1Multimodal Knowledge EditingEdit

    State Key Lab of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University · Institute for Artificial Intelligence, Peking University

  4. ALOE: Semantically Addressed Low-Rank Operators for Knowledge Editing

    Sep 24, 2026Zeyan Li, Hu Xu, Jianfeng XuMultimodal Knowledge EditingRewrite

    Shanghai Jiao Tong University

  5. Knowledge Pull Requests for Continual Document Authoring

    Sep 22, 2026Alexander Martin, Benjamin Van DurmeMultimodal Knowledge EditingPull Requests

    Johns Hopkins University

  6. Contiguity, Not Importance: Budgeted Repair of Stale KV Caches After Document Edits

    Sep 16, 2026Mingyang Mao, Wyatt Mackey, Xiaomin LinKey-Value CacheMultimodal Knowledge Editing

    University of South Florida, Electrical and Computer Engineering · DEVCOM Army Research Laboratory

  7. 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 EditingKnowledge Graph Embeddings

    Institute of Information Science, Academia Sinica Taipei, Taiwan · University of Illinois Urbana-Champaign Urbana, IL, USA · National Chengchi University Taipei, Taiwan

  8. Hybrid-Policy Self-Editing for Composable Unstructured Knowledge Editing

    Aug 12, 2026Tianci Liu, Zihan Dong, Tianchun Li +8Multimodal Knowledge EditingUnsupervised On-Policy Self-Distillation

    University of Tennessee · 2Rutgers University · 3Purdue University +1

  9. ForgetBench: Benchmarking Forgetting Dynamics of Long-Term Parametric Memory in Language Models

    Jul 29, 2026Ruxi Gu, Zhenliang Zhang, Wei WangLarge Language Model MemoryCatastrophic Forgetting

    Department of Automation, University of Science and Technology of China, Hefei, China · State Key Laboratory of General Artificial Intelligence, BIGAI, Beijing, China · School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, China.

  10. PRISM Edit: One Vector for All Temporal Answers

    Jul 13, 2026Chen Huang, Qi Zheng, Ruiqin Zheng +2Multimodal Knowledge EditingAnswer

    Tsinghua University · ByteDance

  11. Evaluating and Understanding Model Editing for Medical Vision Language Models

    Jul 6, 2026Guli Zhu, Chenwei Wu, Liyue ShenMedical Vision-Language ModelsMultimodal Benchmarks

    EECS, University of Michigan, Ann Arbor, MI 48105, USA

  12. Multimodal Knowledge Edit-Scoped Generalization for Online Recursive MLLM Editing

    Jul 2, 2026Siyuan Li, Youyuan Zhang, Ruitong Liu +2Multimodal Knowledge EditingEdit

    Harbin Institute of Technology, Shenzhen, China · Peng Cheng Laboratory · Peking University +1

  13. KnowledgeDebugger -- an Exploration Tool for Knowledge Localization and Editing in Transformers

    Jul 1, 2026Eric Benz, Lennart Stöpler, Nikolai Bolik +1Multimodal Knowledge EditingCross-Task Knowledge Transfer

    Heidelberg University

  14. PASTA: A Paraphrasing And Self-Training Approach for Knowledge Updating in LLMs

    Jun 27, 2026Takayuki Yamamoto, Daisuke KawaharaMultimodal Knowledge EditingParaphrasing

    Waseda University

  15. Reproducibility Study of "AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models"

    Jun 25, 2026Ananth K Suresh, Arya HariharanMultimodal Knowledge EditingEdit

    Independent

  16. Exposing the Illusion of Erasure in Knowledge Editing for LLMs

    Jun 22, 2026Advik Raj Basani, Anshuman ChhabraMultimodal Knowledge EditingConcept Erasure

    Birla Institute of Technology and Science, Goa · University of South Florida

  17. Orthogonal Representation Editing: Decoupling Semantic Entanglement in Batch Knowledge Editing of LLMs

    Jun 21, 2026Wenhao Yu, Zhicong Lu, Bo Lv +4Multimodal Knowledge EditingKnowledge Graph Embeddings

    School of Computer Science and Technology, Tianjin University · Kexin Technology · University of Chinese Academy of Sciences +2

  18. LEDGER: Scaling Agentic Document Editing with Dependency-aware Graph Retrieval

    Jun 19, 2026Mike Hang Wang, Utkarsh Garg, Reza Davari +5Multimodal Knowledge EditingGraph-Based Retrieval

    Microsoft

  19. BIM-Edit: Benchmarking Large Language Models for IFC-Based Building Information Modeling

    Jun 18, 2026Bharathi Kannan Nithyanantham, Clemens Kujat, Tobias Sesterhenn +5Building Information ModelingMultimodal Knowledge Editing

    University of Rostock · Clausthal University of Technology

  20. LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing

    Jun 18, 2026Masih Eskandar, Miquel Sirera Perelló, Stratis Ioannidis +1Multimodal Knowledge EditingLarge Language Model Memory

    Department of Electrical and Computer Engineering Northeastern University Boston, MA, 02115

  21. When to Write and When to Suppress: Route-Specialized Dual Adapters for Memory-Assisted Knowledge Editing

    Jun 12, 2026Baijia Zhang, Yining HuangMultimodal Knowledge EditingPeak Memory

    Xinjiang University · Meta Emergence Laboratory

  22. 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 ModelsMultimodal Knowledge Editing

    University of Southern California, USA · Peking University, China · Stevens Institute of Technology, USA +1

  23. Benchmarking Knowledge Editing using Logical Rules

    Jun 9, 2026Tatiana Moteu Ngoli, NDah Jean Kouagou, Hamada M. Zahera +1Multimodal Knowledge EditingKnowledge Graphs

    Data Science Group, Heinz Nixdorf Institute, Paderborn University

  24. When Recovery Matters: The Blind Spot of Surrogate Privacy in MLLM Editing

    Jun 5, 2026Siyuan Xu, Yibing Liu, Peilin Chen +3Multimodal Knowledge EditingEdit

    1City University of Hong Kong, Hong Kong. · 2Hon Hai Research Institute, Taipei. · 3Lingnan University, Hong Kong.

  25. Knowledge Editing for Masked Diffusion Language Models

    Jun 2, 2026Haewon Park, Yohan JoMultimodal Knowledge EditingMasked Diffusion Language Models

    Graduate School of Data Science, Seoul National University

  26. HyperPatch: Sequential Knowledge Editing Under n-ary Structural Drift

    Jun 2, 2026Yu-Kai Chan, Wen-Sheng Lien, Dong-Ting Yao +4Multimodal Knowledge EditingKnowledge Graph Embeddings

    National Yang Ming Chiao Tung University Hsinchu, Taiwan

  27. Revisiting Ripple Effects in Knowledge Editing through Pressure-Aware Joint Neighborhood Optimization

    Jun 1, 2026Haoben Huang, Shuxin Liu, Ou Wu +1Multimodal Knowledge EditingCross-Task Knowledge Transfer

    Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, China · College of Information Engineering, Zhejiang University of Technology, Hangzhou, China

  28. AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise

    May 31, 2026Bowen Tian, Caixue He, Jiemin Wu +4Multimodal Knowledge EditingEdit

    The Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511400, China · Southeast University, Nanjing, China · Knowin AI, Shenzhen, China +2

  29. Revisiting Parameter-Based Knowledge Editing in Large Language Models: Theoretical Limits and Empirical Evidence

    May 30, 2026Wanying Ren, Xin Song, Futing Wang +2Multimodal Knowledge EditingFundamental Limits

    East China Normal University, Shanghai, China · Westlake University, Hangzhou, China · Nanyang Technological University, Singapore

  30. Do Text Edits Generalize to Visual Generation? Benchmarking Cross-Modal Knowledge Editing in UMMs

    May 30, 2026Xin Gao, Cheng Yang, Chufan Shi +1Multimodal Knowledge EditingMultimodal Model

    University of California San Diego · University of Southern California

  31. TSM-Bench: Detecting LLM-Generated Text in Real-World Wikipedia Editing Practices

    May 29, 2026Gerrit Quaremba, Elizabeth Black, Denny Vrandečić +1Machine-Generated Text DetectionWikipedia

    1King’s College London · 2Wikimedia Foundation

  32. Towards Localized and Disentangled Knowledge Editing for Multimodal Large Language Models

    May 28, 2026Leijiang Gu, Zhen Zeng, Feng Li +2Multimodal Knowledge EditingMultimodal Large Language Models

    1Hefei University of Technology, Hefei, China

  33. From Fact Overwriting to Knowledge Evolution: Causal Editing via On-Policy Self-Distillation

    May 27, 2026Shuaike Li, Kai Zhang, Xianquan Wang +2Multimodal Knowledge EditingEpistemic Asymmetry

    State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China

  34. 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 EditingEdit

    Bosch Center for Artificial Intelligence (BCAI) · Bosch (China) Investment Ltd. · School of Statistics, East China Normal University.

  35. Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment

    May 22, 2026Haoyuan Wang, Xiaohao Liu, Jiajie Su +2Multimodal Knowledge EditingMultimodal Understanding

    Zhejiang University · National University of Singapore · Jiangxi Normal University

  36. Modality-Decoupled Online Recursive Editing

    May 19, 2026Siyuan Li, Youyuan Zhang, Fangming Liu +1Multimodal Knowledge EditingMultimodal Large Language Models

    Harbin Institute of Technology, Shenzhen, China. · Peng Cheng Laboratory, China. · Huazhong University of Science and Technology, China.

  37. Multimodal Cultural Heritage Knowledge Graph Extension with Language and Vision Models

    May 17, 2026Yang Zhang, Nada Mimouni, Jean-Claude Moissinac +1Knowledge Graph EmbeddingsCultural Heritage

    Télécom Paris, Institut Polytechnique de Paris, France · Center for Studies and Research in Computer Science and Communication, CNAM · Center for Studies and Research in Computer Science and Communication, CNAM, France +1

  38. Scalable Knowledge Editing for Mixture-of-Experts LLMs via Tensor-Structured Updates

    May 15, 2026Roman Maksimov, Vladimir Aletov, Dmitry Bylinkin +3Multimodal Knowledge EditingMixture-Of-Experts Large Language Models

    1Moscow Independent Research Institute of Artificial Intelligence · 2Basic Research of Artificial Intelligence Laboratory · 3Innopolis University

  39. 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 EditingMultilingual Language Models

    Department of Computer Science and Engineering, POSTECH · Designovel Co., Ltd. · LLSOLLU +1

  40. More Edits, More Stable: Understanding the Lifelong Normalization in Sequential Model Editing

    May 12, 2026Xin Ma, Wei Chen, Qi Liu +4Multimodal Knowledge EditingEdit

    State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Anhui, China.

  41. Uncovering Entity Identity Confusion in Multimodal Knowledge Editing

    May 7, 2026Shu Wu, Xiaotian Ye, Xinyu Mou +3Multimodal Knowledge Editing

    New Laboratory of Pattern Recognition (NLPR) State Key Laboratory of Multimodal Artificial Intelligence Systems (MAIS) Institute of Automation, Chinese Academy of Sciences · Beijing University of Posts and Telecommunications · School of Artificial Intelligence, University of Chinese Academy of Sciences +3

  42. EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscripts

    May 3, 2026Garvin KruthofMultimodal Knowledge EditingEdit

    Technical University of Munich

  43. HoReN: Normalized Hopfield Retrieval for Large-Scale Sequential Model Editing

    May 2, 2026Yuan Fang, Yi Xie, Xuming RanMultimodal Knowledge EditingModifications

    1IXL Learning, Inc · 2Technical University of Munich · 3National University of Singapore

  44. From Backward Spreading to Forward Replay: Revisiting Target Construction in LLM Parameter Editing

    May 1, 2026Wei Liu, Hongkai Liu, Zhiying Deng +2Multimodal Knowledge EditingForward Propagation

    National University of Singapore · Laboratory for Artificial Intelligence and New Forms of Education, National Engineering Research Center for Educational Big Data, Faculty of Artificial Intelligence in Education, Central China Normal University · University of Oxford

  45. Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression

    Apr 21, 2026Dahyun Jung, Jaewook Lee, Heuiseok LimMultimodal Knowledge EditingEdit

    Department of Computer Science and Engineering, Korea University

  46. 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 EditingModifications

    Technical University of Munich · Marburg University · University of Oxford

  47. GONE: Structural Knowledge Unlearning via Neighborhood-Expanded Distribution Shaping

    Feb 21, 2026Chahana Dahal, Ashutosh Balasubramaniam, Zuobin XiongLarge Language Model UnlearningKnowledge Graphs

    University of Nevada, Las Vegas · Indian Institute of Technology Guwahati

  48. Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs

    Nov 25, 2025Xuyuan Liu, Shengyu Chen, Xinshuai Dong +6Multimodal Knowledge EditingLarge Language Model Memory

    Dartmouth College · NEC Laboratories America · Carnegie Mellon University

  49. 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 EditingModel Fine-Tuning

    School of Computer Science University of Sheffield Sheffield, UK · Mathematics and Computer Science Marburg University Marburg, Germany

  50. InComeS: Integrating Compression and Selection Mechanisms into LLMs for Efficient Model Editing

    May 28, 2025Shuaiyi Li, Zhisong Zhang, Yang Deng +6Multimodal Knowledge EditingEdit

    The Chinese University of Hong Kong · City University of Hong Kong · Singapore Management University +1