RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness
Fuente:
arXiv
Saved in:
| Main Authors: | Zeng, Fanhu, Guo, Haiyang, Zhu, Fei, Shen, Li, Tang, Hao |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt
by: Zeng, Fanhu, et al.
Published: (2024)
by: Zeng, Fanhu, et al.
Published: (2024)
Parameter-Efficient Interventions for Enhanced Model Merging
by: Osial, Marcin, et al.
Published: (2024)
by: Osial, Marcin, et al.
Published: (2024)
DC-Merge: Improving Model Merging with Directional Consistency
by: Zhang, Han-Chen, et al.
Published: (2026)
by: Zhang, Han-Chen, et al.
Published: (2026)
FREE-Merging: Fourier Transform for Efficient Model Merging
by: Zheng, Shenghe, et al.
Published: (2024)
by: Zheng, Shenghe, et al.
Published: (2024)
Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities
by: Yang, Enneng, et al.
Published: (2024)
by: Yang, Enneng, et al.
Published: (2024)
In-Model Merging for Enhancing the Robustness of Medical Imaging Classification Models
by: Wang, Hu, et al.
Published: (2025)
by: Wang, Hu, et al.
Published: (2025)
AdaMerging: Adaptive Model Merging for Multi-Task Learning
by: Yang, Enneng, et al.
Published: (2023)
by: Yang, Enneng, et al.
Published: (2023)
Parameter Competition Balancing for Model Merging
by: Du, Guodong, et al.
Published: (2024)
by: Du, Guodong, et al.
Published: (2024)
CodeMerge: Codebook-Guided Model Merging for Robust Test-Time Adaptation in Autonomous Driving
by: Yang, Huitong, et al.
Published: (2025)
by: Yang, Huitong, et al.
Published: (2025)
TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning
by: Zhang, Liang, et al.
Published: (2024)
by: Zhang, Liang, et al.
Published: (2024)
Towards Efficient and General-Purpose Few-Shot Misclassification Detection for Vision-Language Models
by: Zeng, Fanhu, et al.
Published: (2025)
by: Zeng, Fanhu, et al.
Published: (2025)
Efficient and Effective Weight-Ensembling Mixture of Experts for Multi-Task Model Merging
by: Shen, Li, et al.
Published: (2024)
by: Shen, Li, et al.
Published: (2024)
Continual Learning for Generative AI: From LLMs to MLLMs and Beyond
by: Guo, Haiyang, et al.
Published: (2025)
by: Guo, Haiyang, et al.
Published: (2025)
Token Transforming: A Unified and Training-Free Token Compression Framework for Vision Transformer Acceleration
by: Zeng, Fanhu, et al.
Published: (2025)
by: Zeng, Fanhu, et al.
Published: (2025)
Brain-Inspired Stepwise Patch Merging for Vision Transformers
by: Yu, Yonghao, et al.
Published: (2024)
by: Yu, Yonghao, et al.
Published: (2024)
ASDnB: Merging Face with Body Cues For Robust Active Speaker Detection
by: Roxo, Tiago, et al.
Published: (2024)
by: Roxo, Tiago, et al.
Published: (2024)
TempMe: Video Temporal Token Merging for Efficient Text-Video Retrieval
by: Shen, Leqi, et al.
Published: (2024)
by: Shen, Leqi, et al.
Published: (2024)
CL-VISTA: Benchmarking Continual Learning in Video Large Language Models
by: Guo, Haiyang, et al.
Published: (2026)
by: Guo, Haiyang, et al.
Published: (2026)
MedMerge: Merging Models for Effective Transfer Learning to Medical Imaging Tasks
by: Almakky, Ibrahim, et al.
Published: (2024)
by: Almakky, Ibrahim, et al.
Published: (2024)
Training-Free Model Merging for Multi-target Domain Adaptation
by: Li, Wenyi, et al.
Published: (2024)
by: Li, Wenyi, et al.
Published: (2024)
ProMerge: Prompt and Merge for Unsupervised Instance Segmentation
by: Li, Dylan, et al.
Published: (2024)
by: Li, Dylan, et al.
Published: (2024)
Weight Weaving: Parameter Pooling for Data-Free Model Merging
by: Chaves, Levy, et al.
Published: (2025)
by: Chaves, Levy, et al.
Published: (2025)
Merging Multi-Task Models via Weight-Ensembling Mixture of Experts
by: Tang, Anke, et al.
Published: (2024)
by: Tang, Anke, et al.
Published: (2024)
PPT: Token Pruning and Pooling for Efficient Vision Transformers
by: Wu, Xinjian, et al.
Published: (2023)
by: Wu, Xinjian, et al.
Published: (2023)
MergeTok: Unified Continuous and Discrete Visual Tokenization via Token Merging
by: Zhang, Luyuan, et al.
Published: (2026)
by: Zhang, Luyuan, et al.
Published: (2026)
EMR-Merging: Tuning-Free High-Performance Model Merging
by: Huang, Chenyu, et al.
Published: (2024)
by: Huang, Chenyu, et al.
Published: (2024)
MergeOcc: Bridge the Domain Gap between Different LiDARs for Robust Occupancy Prediction
by: Xu, Zikun, et al.
Published: (2024)
by: Xu, Zikun, et al.
Published: (2024)
AgentsCoMerge: Large Language Model Empowered Collaborative Decision Making for Ramp Merging
by: Hu, Senkang, et al.
Published: (2024)
by: Hu, Senkang, et al.
Published: (2024)
Towards Efficient Vision State Space Models via Token Merging
by: Park, Jinyoung, et al.
Published: (2025)
by: Park, Jinyoung, et al.
Published: (2025)
Training-Free Pretrained Model Merging
by: Xu, Zhengqi, et al.
Published: (2024)
by: Xu, Zhengqi, et al.
Published: (2024)
Representation Surgery for Multi-Task Model Merging
by: Yang, Enneng, et al.
Published: (2024)
by: Yang, Enneng, et al.
Published: (2024)
D$^{3}$ToM: Decider-Guided Dynamic Token Merging for Accelerating Diffusion MLLMs
by: Chang, Shuochen, et al.
Published: (2025)
by: Chang, Shuochen, et al.
Published: (2025)
Local-Prompt: Extensible Local Prompts for Few-Shot Out-of-Distribution Detection
by: Zeng, Fanhu, et al.
Published: (2024)
by: Zeng, Fanhu, et al.
Published: (2024)
MPM: Mutual Pair Merging for Efficient Vision Transformers
by: Ravé, Simon, et al.
Published: (2026)
by: Ravé, Simon, et al.
Published: (2026)
Efficient Multi-Source Knowledge Transfer by Model Merging
by: Osial, Marcin, et al.
Published: (2025)
by: Osial, Marcin, et al.
Published: (2025)
Stay Unique, Stay Efficient: Preserving Model Personality in Multi-Task Merging
by: Guo, Kuangpu, et al.
Published: (2025)
by: Guo, Kuangpu, et al.
Published: (2025)
Importance-Based Token Merging for Efficient Image and Video Generation
by: Wu, Haoyu, et al.
Published: (2024)
by: Wu, Haoyu, et al.
Published: (2024)
ATM: Improving Model Merging by Alternating Tuning and Merging
by: Zhou, Luca, et al.
Published: (2024)
by: Zhou, Luca, et al.
Published: (2024)
DeepMerge: Deep-Learning-Based Region-Merging for Image Segmentation
by: Lv, Xianwei, et al.
Published: (2023)
by: Lv, Xianwei, et al.
Published: (2023)
MCITlib: Multimodal Continual Instruction Tuning Library and Benchmark
by: Guo, Haiyang, et al.
Published: (2025)
by: Guo, Haiyang, et al.
Published: (2025)
Similar Items
-
ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt
by: Zeng, Fanhu, et al.
Published: (2024) -
Parameter-Efficient Interventions for Enhanced Model Merging
by: Osial, Marcin, et al.
Published: (2024) -
DC-Merge: Improving Model Merging with Directional Consistency
by: Zhang, Han-Chen, et al.
Published: (2026) -
FREE-Merging: Fourier Transform for Efficient Model Merging
by: Zheng, Shenghe, et al.
Published: (2024) -
Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities
by: Yang, Enneng, et al.
Published: (2024)