Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. ACM Computing Surveys, 2026.
☆772Aug 13, 2026Updated this week
Alternatives and similar repositories for Awesome-Model-Merging-Methods-Theories-Applications
Users that are interested in Awesome-Model-Merging-Methods-Theories-Applications are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- FusionBench: A Comprehensive Benchmark/Toolkit of Deep Model Fusion☆237Aug 5, 2026Updated last week
- [NeurIPS 2025] MergeBench: A Benchmark for Merging Domain-Specialized LLMs☆49Feb 11, 2026Updated 6 months ago
- AdaMerging: Adaptive Model Merging for Multi-Task Learning. ICLR, 2024.☆114Oct 28, 2024Updated last year
- ICLR 2026 "OptMerge: Unifying Multimodal LLM Capabilities and Modalities via Model Merging".☆57Jun 18, 2026Updated last month
- [NeurIPS 2024 Spotlight] EMR-Merging: Tuning-Free High-Performance Model Merging☆82Mar 1, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Official implementation of "Modeling Multi-Task Model Merging as Adaptive Projective Gradient Descent".☆23May 23, 2025Updated last year
- Official repository of "Localizing Task Information for Improved Model Merging and Compression" [ICML 2024]☆53Dec 22, 2025Updated 7 months ago
- Task Singular Vectors: Reducing Task Interference in Model Merging. Merge models avoiding task interference through separable models.☆57Dec 15, 2025Updated 7 months ago
- Representation Surgery for Multi-Task Model Merging. ICML, 2024.☆49Oct 10, 2024Updated last year
- The official repository of "Whoever Started the Interference Should End It: Guiding Data-Free Model Merging via Task Vectors""☆50Oct 1, 2025Updated 10 months ago
- [ICML 2025] No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces (official repository)☆46Aug 7, 2025Updated last year
- A curated list of Model Merging methods.☆95Dec 3, 2025Updated 8 months ago
- ☆219Feb 3, 2024Updated 2 years ago
- [NeurIPS 2024] For paper Parameter Competition Balancing for Model Merging☆48Oct 11, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Official repository for Activation-Informed Merging (AIM) of Large Language Models☆24Feb 10, 2025Updated last year
- official code repo for paper "Merging Models on the Fly Without Retraining: A Sequential Approach to Scalable Continual Model Merging"☆25Oct 11, 2025Updated 10 months ago
- Editing Models with Task Arithmetic☆552Jan 11, 2024Updated 2 years ago
- Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic☆32Feb 18, 2026Updated 5 months ago
- The code repository for "MINGLE: Mixture of Null-Space Gated Low-Rank Experts for Test-Time Continual Model Merging"(NeurIPS25) in PyTorc…☆15Jun 2, 2026Updated 2 months ago
- Codebase for Merging Language Models (ICML 2024)☆872May 5, 2024Updated 2 years ago
- Efficient and Effective Weight-Ensembling Mixture of Experts for Multi-Task Model Merging. Arxiv, 2024.☆16Oct 28, 2024Updated last year
- Tools for merging pretrained large language models.☆7,288Jun 17, 2026Updated last month
- [NeurIPS2024] Twin-Merging: Dynamic Integration of Modular Expertise in Model Merging☆142Mar 17, 2025Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Pytorch code for NeurIPS 2025 paper "Accurate and Efficient Low-Rank Model Merging in Core Space"☆41Feb 2, 2026Updated 6 months ago
- Codes for Merging Large Language Models☆37Aug 7, 2024Updated 2 years ago
- ☆81Mar 17, 2022Updated 4 years ago
- MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation☆18Sep 2, 2024Updated last year
- Code for paper "Parameter Efficient Multi-task Model Fusion with Partial Linearization"☆26Sep 13, 2024Updated last year
- DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling☆37Jul 12, 2024Updated 2 years ago
- The implementation for FREE-Merging: Fourier Transform for Model Merging with Lightweight Experts (ICCV25)☆16Jun 26, 2025Updated last year
- Code for paper "Merging Multi-Task Models via Weight-Ensembling Mixture of Experts"☆33Jun 7, 2024Updated 2 years ago
- ☆12Jul 30, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Code release for Dataless Knowledge Fusion by Merging Weights of Language Models (https://openreview.net/forum?id=FCnohuR6AnM)☆92Jul 25, 2023Updated 3 years ago
- Code for paper "Towards Efficient Pareto Set Approximation via Weight-Ensembling Mixture of Experts"☆11Jul 30, 2026Updated 2 weeks ago
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆92Jun 9, 2026Updated 2 months ago
- A Comprehensive Survey on Continual Learning in Generative Models.☆165Jun 1, 2026Updated 2 months ago
- Official codebase for AdaRank: Adaptive Rank Pruning for Enhanced Model Merging (ICLR 2026)☆20Jan 26, 2026Updated 6 months ago
- [NeurIPS'25 Spotlight🔥] Official Implementation of RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness☆67Jun 24, 2026Updated last month
- Official codebase of "Update Your Transformer to the Latest Release: Re-Basin of Task Vectors" - ICML 2025☆23Jul 30, 2025Updated last year