AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

3 October 2024

Junfeng Fang

Houcheng Jiang

Kun Wang

Yunshan Ma

Shi Jie

Tat-seng Chua

Papers citing "AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models"

26 / 26 papers shown

Title
NAMET: Robust Massive Model Editing via Noise-Aware Memory Optimization Yanbo Dai Zhenlan Ji Zongjie Li Shuai Wang KELM 12 0 0 17 May 2025
DeltaEdit: Enhancing Sequential Editing in Large Language Models by Controlling Superimposed Noise Ding Cao Yuchen Cai Rongxi Guo Xiaoxiao He Guiquan Liu KELM 43 0 0 12 May 2025
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 86 2 0 01 May 2025
AlphaFuse: Learn ID Embeddings for Sequential Recommendation in Null Space of Language Embeddings Guoqing Hu An Zhang Shuo Liu Zhibo Cai Xun Yang Xuben Wang 34 0 0 27 Apr 2025
WuNeng: Hybrid State with Attention Liu Xiao Li Zhiyuan Lin Yueyu 178 0 0 27 Apr 2025
REDEditing: Relationship-Driven Precise Backdoor Poisoning on Text-to-Image Diffusion Models Chongye Guo Jinhu Fu Junfeng Fang Kun Wang Guorui Feng 39 0 0 20 Apr 2025
ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems Chenxi Wang Jizhan Fang Xiang Chen Bozhong Tian Ziwen Xu Hongyu Chen N. Zhang KELM 98 0 0 26 Mar 2025
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners Yunzhi Yao Jizhan Fang Jia-Chen Gu N. Zhang Shumin Deng H. Chen Nanyun Peng KELM 62 1 0 20 Mar 2025
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models Baolong Bi Shenghua Liu Yansen Wang Yilong Xu Junfeng Fang Lingrui Mei Xueqi Cheng KELM 61 4 0 20 Mar 2025
BiasEdit: Debiasing Stereotyped Language Models via Model Editing Xin Xu Wei Xu N. Zhang Julian McAuley KELM 44 0 0 11 Mar 2025
ACE: Concept Editing in Diffusion Models without Performance Degradation Ruipeng Wang Junfeng Fang Jiaqi Li Hao Chen Jie Shi Kaidi Wang Qing Guo DiffM 61 2 0 11 Mar 2025
SPEED: Scalable, Precise, and Efficient Concept Erasure for Diffusion Models Ouxiang Li Yuan Wang Xinting Hu Houcheng Jiang Tao Liang Y. Hao Guojun Ma Fuli Feng DiffM 49 1 0 10 Mar 2025
Knowledge Updating? No More Model Editing! Just Selective Contextual Reasoning Guoxiu He Xin Song Aixin Sun KELM 70 3 0 07 Mar 2025
Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model Wenke Huang Jian Liang Xianda Guo Yiyang Fang Guancheng Wan ... Bin Yang He Li Jiawei Shao Mang Ye Bo Du OffRL LRM MLLM KELM VLM 65 1 0 06 Mar 2025
MindBridge: Scalable and Cross-Model Knowledge Editing via Memory-Augmented Modality Shuaike Li Kai Zhang Qiang Liu Enhong Chen KELM 78 1 0 04 Mar 2025
GeoEdit: Geometric Knowledge Editing for Large Language Models Yujie Feng Liming Zhan Zexin Lu Yongxin Xu Xu Chu Yasha Wang Jiannong Cao Philip S. Yu Xiao-Ming Wu KELM 53 0 0 27 Feb 2025
Constraining Sequential Model Editing with Editing Anchor Compression Hao-Xiang Xu Jun-Yu Ma Zhen-Hua Ling Ningyu Zhang Jia-Chen Gu KELM 55 1 0 25 Feb 2025
Swallowing the Poison Pills: Insights from Vulnerability Disparity Among LLMs Peng Yifeng Wu Zhizheng Chen Chen AAML 39 0 0 23 Feb 2025
Revealing and Mitigating Over-Attention in Knowledge Editing Pinzheng Wang Zecheng Tang Keyan Zhou J. Li Qiaoming Zhu Hao Fei KELM 120 2 0 21 Feb 2025
MEMIT-Merge: Addressing MEMIT's Key-Value Conflicts in Same-Subject Batch Editing for LLMs Zilu Dong Xiangqing Shen Rui Xia KELM 81 1 0 11 Feb 2025
Reinforced Lifelong Editing for Language Models Zherui Li Houcheng Jiang Hao Chen Baolong Bi Zhenhong Zhou Fei Sun Junfeng Fang Qing Guo KELM 59 5 0 09 Feb 2025
AnyEdit: Edit Any Knowledge Encoded in Language Models Houcheng Jiang Junfeng Fang Ningyu Zhang Guojun Ma Mingyang Wan Xuben Wang Xiangnan He Tat-Seng Chua KELM 60 8 0 08 Feb 2025
Lifelong Knowledge Editing requires Better Regularization Akshat Gupta Phudish Prateepamornkul Maochuan Lu Ahmed Alaa Thomas Hartvigsen Gopala Anumanchipalli KELM 77 1 0 03 Feb 2025
Unified Parameter-Efficient Unlearning for LLMs Chenlu Ding Jiancan Wu Yancheng Yuan Jinda Lu Kai Zhang Alex Su Xiang Wang Xiangnan He MU KELM 100 6 0 30 Nov 2024
DiffGAD: A Diffusion-based Unsupervised Graph Anomaly Detector Jinghan Li Yuan Gao Jinda Lu Junfeng Fang Congcong Wen Hui Lin Xiang Wang 55 1 0 09 Oct 2024
Neuron-Level Sequential Editing for Large Language Models Houcheng Jiang Junfeng Fang Tianyu Zhang An Zhang Ruipeng Wang Tao Liang Xiang Wang KELM 55 4 0 05 Oct 2024