Tools for merging pretrained large language models.
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Oct 31, 2025 - Python
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model-merging
Here are 51 public repositories matching this topic...
Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.
generative-model ensemble-learning transfer-learning zero-shot-learning robustness multi-task-learning attack-defense generalization meta-learning model-fusion federated-learning continual-learning few-shot-learning diffusion-models multi-domain-learning foundation-models large-language-models llms model-merging knowledge-fusion
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Oct 31, 2025
FusionBench: A Comprehensive Benchmark/Toolkit of Deep Model Fusion
deep-neural-networks machine-learning-algorithms model-fusion multi-tasking model-ensemble large-language-models model-merging model-mixing model-upscaling
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Nov 3, 2025 - Python
[COLM 2025] LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation
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Jul 8, 2025 - Python
AdaMerging: Adaptive Model Merging for Multi-Task Learning. ICLR, 2024.
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Oct 28, 2024 - Python
Executable Stable Diffusion merge recipes in comfyui
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Oct 5, 2025 - Python
Flexible library for merging large language models (LLMs) via evolutionary optimization (ACL 2025 Demo).
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Aug 8, 2025 - Jupyter Notebook
Code release for Dataless Knowledge Fusion by Merging Weights of Language Models (https://openreview.net/forum?id=FCnohuR6AnM)
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Jul 25, 2023 - Python
Official repository of "Localizing Task Information for Improved Model Merging and Compression" [ICML 2024]
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Oct 25, 2024 - Python
ZhiJian: A Unifying and Rapidly Deployable Toolbox for Pre-trained Model Reuse
toolbox regularization knowledge-distillation pre-trained-model model-reuse parameter-efficient-tuning model-merging
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Sep 2, 2023 - Python
Representation Surgery for Multi-Task Model Merging. ICML, 2024.
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Oct 10, 2024 - Python
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling
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Jul 12, 2024 - Python
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic
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Sep 21, 2025 - Python
Repository for the paper "U-Net Transplant: The Role of Pre-training for Model Merging in 3D Medical Segmentation" accepted @ MICCAI2025
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Jun 26, 2025 - Python
[ICML 2025] No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces (official repository)
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Aug 7, 2025 - Python
[ECCV 2024] MagMax: Leveraging Model Merging for Seamless Continual Learning (official repository)
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Jul 29, 2024 - Python
[ECCV'24] MaxFusion: Plug & Play multimodal generation in text to image diffusion models
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Nov 2, 2024 - Jupyter Notebook
Exploring Model Kinship for Merging Large Language Models
natural-language-processing artificial-intelligence merging kinship large-language-models model-merging knowledge-fusion model-kinship
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Apr 16, 2025 - Python
[NeurIPS'25 Spotlight🔥] Official Implementation of RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness
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Oct 24, 2025 - Python
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