Realistic Evaluation of Model Merging for Compositional Generalization
Fuente:
arXiv
Saved in:
| Main Authors: | Tam, Derek, Kant, Yash, Lester, Brian, Gilitschenski, Igor, Raffel, Colin |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Merging by Matching Models in Task Parameter Subspaces
by: Tam, Derek, et al.
Published: (2023)
by: Tam, Derek, et al.
Published: (2023)
SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation
by: Namekata, Koichi, et al.
Published: (2024)
by: Namekata, Koichi, et al.
Published: (2024)
VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks
by: Koh, Jing Yu, et al.
Published: (2024)
by: Koh, Jing Yu, et al.
Published: (2024)
TESPEC: Temporally-Enhanced Self-Supervised Pretraining for Event Cameras
by: Mohammadi, Mohammad, et al.
Published: (2025)
by: Mohammadi, Mohammad, et al.
Published: (2025)
How to Merge Your Multimodal Models Over Time?
by: Dziadzio, Sebastian, et al.
Published: (2024)
by: Dziadzio, Sebastian, et al.
Published: (2024)
Multi-Task Model Merging via Adaptive Weight Disentanglement
by: Xiong, Feng, et al.
Published: (2024)
by: Xiong, Feng, et al.
Published: (2024)
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic
by: He, Yifei, et al.
Published: (2024)
by: He, Yifei, et al.
Published: (2024)
Weak-to-Strong Compositional Learning from Generative Models for Language-based Object Detection
by: Park, Kwanyong, et al.
Published: (2024)
by: Park, Kwanyong, et al.
Published: (2024)
Parameter Competition Balancing for Model Merging
by: Du, Guodong, et al.
Published: (2024)
by: Du, Guodong, et al.
Published: (2024)
FlashKAT: Understanding and Addressing Performance Bottlenecks in the Kolmogorov-Arnold Transformer
by: Raffel, Matthew, et al.
Published: (2025)
by: Raffel, Matthew, et al.
Published: (2025)
BiVLC: Extending Vision-Language Compositionality Evaluation with Text-to-Image Retrieval
by: Miranda, Imanol, et al.
Published: (2024)
by: Miranda, Imanol, et al.
Published: (2024)
Resolving Interference (RI): Disentangling Models for Improved Model Merging
by: Ramesh, Pratik, et al.
Published: (2026)
by: Ramesh, Pratik, et al.
Published: (2026)
Towards Reversible Model Merging For Low-rank Weights
by: Alipour, Mohammadsajad, et al.
Published: (2025)
by: Alipour, Mohammadsajad, et al.
Published: (2025)
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)
Significance-Gain Pair Encoding for LLMs: A Statistical Alternative to Frequency-Based Subword Merging
by: Nouri, Azam
Published: (2026)
by: Nouri, Azam
Published: (2026)
IMAGINE-E: Image Generation Intelligence Evaluation of State-of-the-art Text-to-Image Models
by: Lei, Jiayi, et al.
Published: (2025)
by: Lei, Jiayi, et al.
Published: (2025)
No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance
by: Udandarao, Vishaal, et al.
Published: (2024)
by: Udandarao, Vishaal, et al.
Published: (2024)
MAGIC: Achieving Superior Model Merging via Magnitude Calibration
by: Li, Yayuan, et al.
Published: (2025)
by: Li, Yayuan, et al.
Published: (2025)
Language Plays a Pivotal Role in the Object-Attribute Compositional Generalization of CLIP
by: Abbasi, Reza, et al.
Published: (2024)
by: Abbasi, Reza, et al.
Published: (2024)
Track, Inpaint, Resplat: Subject-driven 3D and 4D Generation with Progressive Texture Infilling
by: Zheng, Shuhong, et al.
Published: (2025)
by: Zheng, Shuhong, et al.
Published: (2025)
Till the Layers Collapse: Compressing a Deep Neural Network through the Lenses of Batch Normalization Layers
by: Liao, Zhu, et al.
Published: (2024)
by: Liao, Zhu, 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)
When Shared Knowledge Hurts: Spectral Over-Accumulation in Model Merging
by: Li, Yayuan, et al.
Published: (2026)
by: Li, Yayuan, et al.
Published: (2026)
Transferring Textual Preferences to Vision-Language Understanding through Model Merging
by: Li, Chen-An, et al.
Published: (2025)
by: Li, Chen-An, et al.
Published: (2025)
Revisiting Compositionality in Dual-Encoder Vision-Language Models: The Role of Inference
by: Miranda, Imanol, et al.
Published: (2026)
by: Miranda, Imanol, et al.
Published: (2026)
SELMA: Learning and Merging Skill-Specific Text-to-Image Experts with Auto-Generated Data
by: Li, Jialu, et al.
Published: (2024)
by: Li, Jialu, et al.
Published: (2024)
Words That Make Language Models Perceive
by: Wang, Sophie L., et al.
Published: (2025)
by: Wang, Sophie L., et al.
Published: (2025)
The ART of Composition: Attention-Regularized Training for Compositional Visual Grounding
by: Luo, Jiayun, et al.
Published: (2024)
by: Luo, Jiayun, et al.
Published: (2024)
Image-Caption Encoding for Improving Zero-Shot Generalization
by: Yu, Eric Yang, et al.
Published: (2024)
by: Yu, Eric Yang, et al.
Published: (2024)
Attribute Diversity Determines the Systematicity Gap in VQA
by: Berlot-Attwell, Ian, et al.
Published: (2023)
by: Berlot-Attwell, Ian, et al.
Published: (2023)
Evaluating Numerical Reasoning in Text-to-Image Models
by: Kajić, Ivana, et al.
Published: (2024)
by: Kajić, Ivana, et al.
Published: (2024)
MetaCluster: Enabling Deep Compression of Kolmogorov-Arnold Network
by: Raffel, Matthew, et al.
Published: (2025)
by: Raffel, Matthew, et al.
Published: (2025)
Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
by: Gu, Xunjiang, et al.
Published: (2024)
by: Gu, Xunjiang, et al.
Published: (2024)
Accelerating Online Mapping and Behavior Prediction via Direct BEV Feature Attention
by: Gu, Xunjiang, et al.
Published: (2024)
by: Gu, Xunjiang, et al.
Published: (2024)
Evaluation of Audio-Visual Alignments in Visually Grounded Speech Models
by: Khorrami, Khazar, et al.
Published: (2021)
by: Khorrami, Khazar, et al.
Published: (2021)
GenAI-Bench: Evaluating and Improving Compositional Text-to-Visual Generation
by: Li, Baiqi, et al.
Published: (2024)
by: Li, Baiqi, et al.
Published: (2024)
Composition-Grounded Data Synthesis for Visual Reasoning
by: Gu, Xinyi, et al.
Published: (2025)
by: Gu, Xinyi, et al.
Published: (2025)
Evaluating and Advancing Multimodal Large Language Models in Perception Ability Lens
by: Chen, Feng, et al.
Published: (2024)
by: Chen, Feng, et al.
Published: (2024)
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time
by: Ding, Yi, et al.
Published: (2024)
by: Ding, Yi, et al.
Published: (2024)
Controlled Training Data Generation with Diffusion Models
by: Yeo, Teresa, et al.
Published: (2024)
by: Yeo, Teresa, et al.
Published: (2024)
Similar Items
-
Merging by Matching Models in Task Parameter Subspaces
by: Tam, Derek, et al.
Published: (2023) -
SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation
by: Namekata, Koichi, et al.
Published: (2024) -
VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks
by: Koh, Jing Yu, et al.
Published: (2024) -
TESPEC: Temporally-Enhanced Self-Supervised Pretraining for Event Cameras
by: Mohammadi, Mohammad, et al.
Published: (2025) -
How to Merge Your Multimodal Models Over Time?
by: Dziadzio, Sebastian, et al.
Published: (2024)