PivotMerge: Bridging Heterogeneous Multimodal Pre-training via Post-Alignment Model Merging
Fuente:
arXiv
Saved in:
| Main Authors: | Shao, Zibo, Xiong, Baochen, Yang, Xiaoshan, Song, Yaguang, Zhang, Qimeng, Chen, Haifeng, Xu, Changsheng |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Pilot: Building the Federated Multimodal Instruction Tuning Framework
by: Xiong, Baochen, et al.
Published: (2025)
by: Xiong, Baochen, et al.
Published: (2025)
Libra: Building Decoupled Vision System on Large Language Models
by: Xu, Yifan, et al.
Published: (2024)
by: Xu, Yifan, et al.
Published: (2024)
A Step Toward Federated Pretraining of Multimodal Large Language Models
by: Xiong, Baochen, et al.
Published: (2026)
by: Xiong, Baochen, et al.
Published: (2026)
Attend to Not Attended: Structure-then-Detail Token Merging for Post-training DiT Acceleration
by: Fang, Haipeng, et al.
Published: (2025)
by: Fang, Haipeng, et al.
Published: (2025)
Towards Domain-Generalized Open-Vocabulary Object Detection: A Progressive Domain-invariant Cross-modal Alignment Method
by: Xu, Xiaoran, et al.
Published: (2026)
by: Xu, Xiaoran, et al.
Published: (2026)
HiVG: Hierarchical Multimodal Fine-grained Modulation for Visual Grounding
by: Xiao, Linhui, et al.
Published: (2024)
by: Xiao, Linhui, et al.
Published: (2024)
SSAM: Singular Subspace Alignment for Merging Multimodal Large Language Models
by: Reza, Md Kaykobad, et al.
Published: (2026)
by: Reza, Md Kaykobad, et al.
Published: (2026)
Training-Free Pretrained Model Merging
by: Xu, Zhengqi, et al.
Published: (2024)
by: Xu, Zhengqi, et al.
Published: (2024)
LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model Merging
by: Wang, Ke, et al.
Published: (2024)
by: Wang, Ke, et al.
Published: (2024)
MergeTok: Unified Continuous and Discrete Visual Tokenization via Token Merging
by: Zhang, Luyuan, et al.
Published: (2026)
by: Zhang, Luyuan, et al.
Published: (2026)
Progressive Local Alignment for Medical Multimodal Pre-training
by: Yan, Huimin, et al.
Published: (2025)
by: Yan, Huimin, et al.
Published: (2025)
AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization
by: Du, Yiyang, et al.
Published: (2025)
by: Du, Yiyang, et al.
Published: (2025)
FREE-Merging: Fourier Transform for Efficient Model Merging
by: Zheng, Shenghe, et al.
Published: (2024)
by: Zheng, Shenghe, et al.
Published: (2024)
A Comprehensive Review of Few-shot Action Recognition
by: Wanyan, Yuyang, et al.
Published: (2024)
by: Wanyan, Yuyang, 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)
LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging
by: Kim, Jinuk, et al.
Published: (2024)
by: Kim, Jinuk, et al.
Published: (2024)
AdaMerging: Adaptive Model Merging for Multi-Task Learning
by: Yang, Enneng, et al.
Published: (2023)
by: Yang, Enneng, et al.
Published: (2023)
A Bridge from Audio to Video: Phoneme-Viseme Alignment Allows Every Face to Speak Multiple Languages
by: Su, Zibo, et al.
Published: (2025)
by: Su, Zibo, et al.
Published: (2025)
RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness
by: Zeng, Fanhu, et al.
Published: (2025)
by: Zeng, Fanhu, et al.
Published: (2025)
Multi-Task Model Merging via Adaptive Weight Disentanglement
by: Xiong, Feng, et al.
Published: (2024)
by: Xiong, Feng, et al.
Published: (2024)
Layer-Aware Video Composition via Split-then-Merge
by: Kara, Ozgur, et al.
Published: (2025)
by: Kara, Ozgur, et al.
Published: (2025)
DC-Merge: Improving Model Merging with Directional Consistency
by: Zhang, Han-Chen, et al.
Published: (2026)
by: Zhang, Han-Chen, et al.
Published: (2026)
ProMerge: Prompt and Merge for Unsupervised Instance Segmentation
by: Li, Dylan, et al.
Published: (2024)
by: Li, Dylan, et al.
Published: (2024)
Modality-Collaborative Low-Rank Decomposers for Few-Shot Video Domain Adaptation
by: Wanyan, Yuyang, et al.
Published: (2025)
by: Wanyan, Yuyang, et al.
Published: (2025)
Bridging Domains through Subspace-Aware Model Merging
by: Chaves, Levy, et al.
Published: (2026)
by: Chaves, Levy, et al.
Published: (2026)
Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models
by: Chen, Mengyuan, et al.
Published: (2024)
by: Chen, Mengyuan, et al.
Published: (2024)
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)
EMR-Merging: Tuning-Free High-Performance Model Merging
by: Huang, Chenyu, et al.
Published: (2024)
by: Huang, Chenyu, et al.
Published: (2024)
Faster Vision Mamba is Rebuilt in Minutes via Merged Token Re-training
by: Shi, Mingjia, et al.
Published: (2024)
by: Shi, Mingjia, et al.
Published: (2024)
Token Merging via Spatiotemporal Information Mining for Surgical Video Understanding
by: Jiang, Xixi, et al.
Published: (2025)
by: Jiang, Xixi, et al.
Published: (2025)
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs
by: Wang, Zhenhailong, et al.
Published: (2025)
by: Wang, Zhenhailong, et al.
Published: (2025)
HoliTom: Holistic Token Merging for Fast Video Large Language Models
by: Shao, Kele, et al.
Published: (2025)
by: Shao, Kele, et al.
Published: (2025)
Towards Visual Grounding: A Survey
by: Xiao, Linhui, et al.
Published: (2024)
by: Xiao, Linhui, et al.
Published: (2024)
OneRef: Unified One-tower Expression Grounding and Segmentation with Mask Referring Modeling
by: Xiao, Linhui, et al.
Published: (2024)
by: Xiao, Linhui, 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)
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)
DeepMerge: Deep-Learning-Based Region-Merging for Image Segmentation
by: Lv, Xianwei, et al.
Published: (2023)
by: Lv, Xianwei, et al.
Published: (2023)
CubistMerge: Spatial-Preserving Token Merging For Diverse ViT Backbones
by: Gong, Wenyi, et al.
Published: (2025)
by: Gong, Wenyi, et al.
Published: (2025)
Merge-Friendly Post-Training Quantization for Multi-Target Domain Adaptation
by: Shin, Juncheol, et al.
Published: (2025)
by: Shin, Juncheol, et al.
Published: (2025)
Fine-tuning Pre-trained Vision-Language Models in a Human-Annotation-Free Manner
by: Wang, Qian-Wei, et al.
Published: (2026)
by: Wang, Qian-Wei, et al.
Published: (2026)
Similar Items
-
Pilot: Building the Federated Multimodal Instruction Tuning Framework
by: Xiong, Baochen, et al.
Published: (2025) -
Libra: Building Decoupled Vision System on Large Language Models
by: Xu, Yifan, et al.
Published: (2024) -
A Step Toward Federated Pretraining of Multimodal Large Language Models
by: Xiong, Baochen, et al.
Published: (2026) -
Attend to Not Attended: Structure-then-Detail Token Merging for Post-training DiT Acceleration
by: Fang, Haipeng, et al.
Published: (2025) -
Towards Domain-Generalized Open-Vocabulary Object Detection: A Progressive Domain-invariant Cross-modal Alignment Method
by: Xu, Xiaoran, et al.
Published: (2026)