Model Merging Methods
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![Model Merging Methods [2503.21272] Reinforced Model Merging](https://ar5iv.labs.arxiv.org/html/2503.21272/assets/x1.png)
































![Model Merging Methods [论文评述] Localize-and-Stitch: Efficient Model Merging via Sparse Task ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/localize-and-stitch-efficient-model-merging-via-sparse-task-arithmetic-1.png)


![Model Merging Methods [论文评述] Mixup Model Merge: Enhancing Model Merging Performance through ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/mixup-model-merge-enhancing-model-merging-performance-through-randomized-linear-interpolation-0.png)


![Model Merging Methods [논문 리뷰] A Systematic Study of Model Merging Techniques in Large ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/a-systematic-study-of-model-merging-techniques-in-large-language-models-1.png)


![Model Merging Methods [2403.13257] Arcee’s MergeKit: A Toolkit for Merging Large Language Models](https://ar5iv.labs.arxiv.org/html/2403.13257/assets/figures/model_merging_classification.png)











![Model Merging Methods [2410.05357] Model-GLUE: Democratized LLM Scaling for A Large Model Zoo ...](https://ar5iv.labs.arxiv.org/html/2410.05357/assets/x2.png)


![Model Merging Methods [2403.03382] Adaptive Discovering and Merging for Incremental Novel ...](https://ar5iv.labs.arxiv.org/html/2403.03382/assets/Main/Figs/structure.jpg)








![Model Merging Methods [2403.13257] Arcee’s MergeKit: A Toolkit for Merging Large Language Models](https://ar5iv.labs.arxiv.org/html/2403.13257/assets/figures/mergekit_paper_schematic.png)













![Model Merging Methods [2503.08998] From Task-Specific Models to Unified Systems: A Review of ...](https://ar5iv.labs.arxiv.org/html/2503.08998/assets/model_merging.jpg)



















![Model Merging Methods [2410.10801] Mix Data or Merge Models? Optimizing for Diverse Multi ...](https://ar5iv.labs.arxiv.org/html/2410.10801/assets/x1.png)
