Cover Image

EvoEdit: Evolving Null-space Alignment for Robust and Efficient Knowledge Editing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lyu, Sicheng, Gu, Yu, Wang, Xinyu, Huang, Jerry, Luan, Sitao, Cui, Yufei, Chang, Xiao-Wen, Lu, Peng
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Beyond Hard Writes and Rigid Preservation: Soft Recursive Least-Squares for Lifelong LLM Editing
by: Wang, Xinyu, et al.
Published: (2026)

EvoEdit: Lifelong Free-Text Knowledge Editing through Latent Perturbation Augmentation and Knowledge-driven Parameter Fusion
by: Cao, Pengfei, et al.
Published: (2025)

GD4: Graph-based Discrete Denoising Diffusion for MIMO Detection
by: Lu, Qincheng, et al.
Published: (2026)

GCEPNet: Graph Convolution-Enhanced Expectation Propagation for Massive MIMO Detection
by: Lu, Qincheng, et al.
Published: (2024)

Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment
by: Wang, Haoyuan, et al.
Published: (2026)

AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models
by: Fang, Junfeng, et al.
Published: (2024)

Representation Learning on Heterophilic Graph with Directional Neighborhood Attention
by: Lu, Qincheng, et al.
Published: (2024)

Flexible Diffusion Scopes with Parameterized Laplacian for Heterophilic Graph Learning
by: Lu, Qincheng, et al.
Published: (2024)

DeepEdit: Knowledge Editing as Decoding with Constraints
by: Wang, Yiwei, et al.
Published: (2024)

Re-evaluating the Advancements of Heterophilic Graph Learning
by: Luan, Sitao, et al.
Published: (2024)

SonoEdit: Null-Space Constrained Knowledge Editing for Pronunciation Correction in LLM-Based TTS
by: Singh, Ayush Pratap, et al.
Published: (2026)

BetaEdit: Null-Space Constrained Sequential Model Editing
by: Liu, Bingqing, et al.
Published: (2026)

Learning to Edit: Aligning LLMs with Knowledge Editing
by: Jiang, Yuxin, et al.
Published: (2024)

PoTPTQ: A Two-step Power-of-Two Post-training for LLMs
by: Wang, Xinyu, et al.
Published: (2025)

Edit3K: Universal Representation Learning for Video Editing Components
by: Gu, Xin, et al.
Published: (2024)

EvoWiki: Evaluating LLMs on Evolving Knowledge
by: Tang, Wei, et al.
Published: (2024)

Resona: Improving Context Copying in Linear Recurrence Models with Retrieval
by: Wang, Xinyu, et al.
Published: (2025)

ParallelEdits: Efficient Multi-object Image Editing
by: Huang, Mingzhen, et al.
Published: (2024)

GeoEdit: Geometric Knowledge Editing for Large Language Models
by: Feng, Yujie, et al.
Published: (2025)

JarvisEvo: Towards a Self-Evolving Photo Editing Agent with Synergistic Editor-Evaluator Optimization
by: Lin, Yunlong, et al.
Published: (2025)

X-Edit: Exact, Explicit, and Explainable Null-Space Editing for Medical Vision Transformers
by: Liu, Yuanye, et al.
Published: (2026)

CaseEdit: Enhancing Localized Commonsense Reasoning via Null-Space Constrained Knowledge Editing in Small Parameter Language Models
by: Reddy, Varun, et al.
Published: (2025)

K-Edit: Language Model Editing with Contextual Knowledge Awareness
by: Markowitz, Elan, et al.
Published: (2025)

FLEKE: Federated Locate-then-Edit Knowledge Editing
by: Zhao, Zongkai, et al.
Published: (2025)

RL Fine-Tuning Heals OOD Forgetting in SFT
by: Jin, Hangzhan, et al.
Published: (2025)

Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling
by: Bai, Xuehai, et al.
Published: (2026)

EvoWorld: Evolving Panoramic World Generation with Explicit 3D Memory
by: Wang, Jiahao, et al.
Published: (2025)

EvoFlow: Evolving Diverse Agentic Workflows On The Fly
by: Zhang, Guibin, et al.
Published: (2025)

Null controllability of damped nonlinear wave equation
by: Cui, Yan, et al.
Published: (2022)

EvoTSE: Evolving Enrollment for Target Speaker Extraction
by: Liu, Zikai, et al.
Published: (2026)

SafeRx-Agent: A Knowledge-Grounded Multi-Agent Framework for Safe and Explainable Medication Recommendation
by: Wang, Xinyu, et al.
Published: (2026)

MobiEdit: Resource-efficient Knowledge Editing for Personalized On-device LLMs
by: Lu, Zhenyan, et al.
Published: (2025)

EditTransfer++: Toward Faithful and Efficient Visual-Prompt-Guided Image Editing
by: Chen, Lan, et al.
Published: (2026)

ScEdit: Script-based Assessment of Knowledge Editing
by: Li, Xinye, et al.
Published: (2025)

EtCon: Edit-then-Consolidate for Reliable Knowledge Editing
by: Li, Ruilin, et al.
Published: (2025)

HyEvo: Self-Evolving Hybrid Agentic Workflows for Efficient Reasoning
by: Xu, Beibei, et al.
Published: (2026)

OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing System
by: Zhang, Ningyu, et al.
Published: (2024)

EfficientEdit: Accelerating Code Editing via Edit-Oriented Speculative Decoding
by: Wang, Peiding, et al.
Published: (2025)

Mamba Modulation: On the Length Generalization of Mamba
by: Lu, Peng, et al.
Published: (2025)

On the Robustness of Knowledge Editing for Detoxification
by: Dong, Ming, et al.
Published: (2026)