Visual-Guided Key-Token Regularization for Multimodal Large Language Model Unlearning
Fuente:
arXiv
Saved in:
| Main Authors: | Cai, Chengyi, Ye, Zesheng, Li, Peike, Han, Bo, Qi, Jianzhong, Liu, Feng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Attribute-based Visual Reprogramming for Vision-Language Models
by: Cai, Chengyi, et al.
Published: (2025)
by: Cai, Chengyi, et al.
Published: (2025)
Understanding Model Reprogramming for CLIP via Decoupling Visual Prompts
by: Cai, Chengyi, et al.
Published: (2025)
by: Cai, Chengyi, et al.
Published: (2025)
Bayesian-guided Label Mapping for Visual Reprogramming
by: Cai, Chengyi, et al.
Published: (2024)
by: Cai, Chengyi, et al.
Published: (2024)
Sample-specific Masks for Visual Reprogramming-based Prompting
by: Cai, Chengyi, et al.
Published: (2024)
by: Cai, Chengyi, et al.
Published: (2024)
Per-parameter Task Arithmetic for Unlearning in Large Language Models
by: Cai, Chengyi, et al.
Published: (2026)
by: Cai, Chengyi, et al.
Published: (2026)
Introducing Visual Perception Token into Multimodal Large Language Model
by: Yu, Runpeng, et al.
Published: (2025)
by: Yu, Runpeng, et al.
Published: (2025)
Fast-Slow Efficient Training for Multimodal Large Language Models via Visual Token Pruning
by: Zhang, Dingkun, et al.
Published: (2026)
by: Zhang, Dingkun, et al.
Published: (2026)
Let's Roll a BiFTA: Bi-refinement for Fine-grained Text-visual Alignment in Vision-Language Models
by: Sun, Yuhao, et al.
Published: (2026)
by: Sun, Yuhao, et al.
Published: (2026)
Predictive Regularization Against Visual Representation Degradation in Multimodal Large Language Models
by: Wang, Enguang, et al.
Published: (2026)
by: Wang, Enguang, et al.
Published: (2026)
EvoComp: Learning Visual Token Compression for Multimodal Large Language Models via Semantic-Guided Evolutionary Labeling
by: Song, Jiafei, et al.
Published: (2026)
by: Song, Jiafei, et al.
Published: (2026)
Visual-Noise Guided In-Context Distillation for Multimodal Large Language Model Unlearning
by: Chen, Junkai, et al.
Published: (2026)
by: Chen, Junkai, et al.
Published: (2026)
Groma: Localized Visual Tokenization for Grounding Multimodal Large Language Models
by: Ma, Chuofan, et al.
Published: (2024)
by: Ma, Chuofan, et al.
Published: (2024)
FlashVLM: Text-Guided Visual Token Selection for Large Multimodal Models
by: Cai, Kaitong, et al.
Published: (2025)
by: Cai, Kaitong, et al.
Published: (2025)
Prime Once, then Reprogram Locally: An Efficient Alternative to Black-Box Service Model Adaptation
by: Zhang, Yunbei, et al.
Published: (2026)
by: Zhang, Yunbei, et al.
Published: (2026)
TokenCarve: Information-Preserving Visual Token Compression in Multimodal Large Language Models
by: Tan, Xudong, et al.
Published: (2025)
by: Tan, Xudong, et al.
Published: (2025)
Accelerating Multimodal Large Language Models via Dynamic Visual-Token Exit and the Empirical Findings
by: Wu, Qiong, et al.
Published: (2024)
by: Wu, Qiong, et al.
Published: (2024)
K Nearest Neighbor-Guided Trajectory Similarity Learning
by: Chang, Yanchuan, et al.
Published: (2025)
by: Chang, Yanchuan, et al.
Published: (2025)
EntropyPrune: Matrix Entropy Guided Visual Token Pruning for Multimodal Large Language Models
by: Wang, Yahong, et al.
Published: (2026)
by: Wang, Yahong, et al.
Published: (2026)
Negative Label Guided OOD Detection with Pretrained Vision-Language Models
by: Jiang, Xue, et al.
Published: (2024)
by: Jiang, Xue, et al.
Published: (2024)
Adapting in the Dark: Efficient and Stable Test-Time Adaptation for Black-Box Models
by: Zhang, Yunbei, et al.
Published: (2026)
by: Zhang, Yunbei, et al.
Published: (2026)
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models
by: Li, Jiaqi, et al.
Published: (2024)
by: Li, Jiaqi, et al.
Published: (2024)
Perception Tokens Enhance Visual Reasoning in Multimodal Language Models
by: Bigverdi, Mahtab, et al.
Published: (2024)
by: Bigverdi, Mahtab, et al.
Published: (2024)
RoboSurg-VQA: A Multimodal Benchmark for Surgical Segmentation-Aware Visual Question Answering
by: Zhang, Chengyi, et al.
Published: (2026)
by: Zhang, Chengyi, et al.
Published: (2026)
Visual Prompting in Multimodal Large Language Models: A Survey
by: Wu, Junda, et al.
Published: (2024)
by: Wu, Junda, et al.
Published: (2024)
Sample-Specific Noise Injection For Diffusion-Based Adversarial Purification
by: Sun, Yuhao, et al.
Published: (2025)
by: Sun, Yuhao, et al.
Published: (2025)
Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment
by: Liu, Chen, et al.
Published: (2025)
by: Liu, Chen, et al.
Published: (2025)
SALMUBench: A Benchmark for Sensitive Association-Level Multimodal Unlearning
by: Selvas-Sala, Cai, et al.
Published: (2026)
by: Selvas-Sala, Cai, et al.
Published: (2026)
Object Hallucination-Free Reinforcement Unlearning for Vision-Language Models
by: Jia, Kaidi, et al.
Published: (2026)
by: Jia, Kaidi, et al.
Published: (2026)
Window Token Concatenation for Efficient Visual Large Language Models
by: Li, Yifan, et al.
Published: (2025)
by: Li, Yifan, et al.
Published: (2025)
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models
by: Alvar, Saeed Ranjbar, et al.
Published: (2025)
by: Alvar, Saeed Ranjbar, et al.
Published: (2025)
Geometry-Guided 3D Visual Token Pruning for Video-Language Models
by: Li, Han, et al.
Published: (2026)
by: Li, Han, et al.
Published: (2026)
FastMMoE: Accelerating Multimodal Large Language Models through Dynamic Expert Activation and Routing-Aware Token Pruning
by: Xia, Guoyang, et al.
Published: (2025)
by: Xia, Guoyang, et al.
Published: (2025)
TrimTokenator-LC: Towards Adaptive Visual Token Pruning for Large Multimodal Models with Long Contexts
by: Zhang, Hao, et al.
Published: (2025)
by: Zhang, Hao, et al.
Published: (2025)
Visual Question Decomposition on Multimodal Large Language Models
by: Zhang, Haowei, et al.
Published: (2024)
by: Zhang, Haowei, et al.
Published: (2024)
A Survey of Token Compression for Efficient Multimodal Large Language Models
by: Shao, Kele, et al.
Published: (2025)
by: Shao, Kele, et al.
Published: (2025)
Compressor-VLA: Instruction-Guided Visual Token Compression for Efficient Robotic Manipulation
by: Gao, Juntao, et al.
Published: (2025)
by: Gao, Juntao, et al.
Published: (2025)
Beyond Next-Token Alignment: Distilling Multimodal Large Language Models via Token Interactions
by: Chen, Lin, et al.
Published: (2026)
by: Chen, Lin, et al.
Published: (2026)
Multi-branch Spatio-Temporal Graph Neural Network For Efficient Ice Layer Thickness Prediction
by: Liu, Zesheng, et al.
Published: (2024)
by: Liu, Zesheng, et al.
Published: (2024)
K-STEMIT: Knowledge-Informed Spatio-Temporal Efficient Multi-Branch Graph Neural Network for Subsurface Stratigraphy Thickness Estimation from Radar Data
by: Liu, Zesheng, et al.
Published: (2026)
by: Liu, Zesheng, et al.
Published: (2026)
GRIT-LP: Graph Transformer with Long-Range Skip Connection and Partitioned Spatial Graphs for Accurate Ice Layer Thickness Prediction
by: Liu, Zesheng, et al.
Published: (2025)
by: Liu, Zesheng, et al.
Published: (2025)
Similar Items
-
Attribute-based Visual Reprogramming for Vision-Language Models
by: Cai, Chengyi, et al.
Published: (2025) -
Understanding Model Reprogramming for CLIP via Decoupling Visual Prompts
by: Cai, Chengyi, et al.
Published: (2025) -
Bayesian-guided Label Mapping for Visual Reprogramming
by: Cai, Chengyi, et al.
Published: (2024) -
Sample-specific Masks for Visual Reprogramming-based Prompting
by: Cai, Chengyi, et al.
Published: (2024) -
Per-parameter Task Arithmetic for Unlearning in Large Language Models
by: Cai, Chengyi, et al.
Published: (2026)