Model Merging

3DM: Distill, Dynamic Drop, and Merge for Debiasing Multi-modal Large Language Models ACL 2025 Achieving Ensemble-Like Performance in a Single Model: A Feature Diversification Framework for Image-Text Matching AAAI 2025 AdaMMS: Model Merging for Heterogeneous Multimodal Large Language Models with Unsupervised Coefficient Optimization CVPR 2025 Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning CVPR 2025 AdaptMerge: Inference Time Adaptive Visual and Language-Guided Token Merging for Efficient Large Multimodal Models EMNLP 2025 Agent Skill Acquisition for Large Language Models via CycleQD ICLR 2025 AIMMerging: Adaptive Iterative Model Merging Using Training Trajectories for Language Model Continual Learning EMNLP 2025 Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025 A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment ACL 2025 APIMig: A Project-Level Cross-Multi-Version API Migration Framework Based on Evolution Knowledge Graph IJCAI 2025 A Pipeline to Assess Merging Methods via Behavior and Internals EMNLP 2025 Argus: A Compact and Versatile Foundation Model for Vision CVPR 2025 AROMA: Autonomous Rank-one Matrix Adaptation EMNLP 2025 Asymmetric Conflict and Synergy in Post-training for LLM-based Multilingual Machine Translation ACL 2025 A Systematic Analysis of Base Model Choice for Reward Modeling EMNLP 2025 Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts ACL 2025 AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs ACL 2025 BadJudge: Backdoor Vulnerabilities of LLM-As-A-Judge ICLR 2025 Balancing Act: Diversity and Consistency in Large Language Model Ensembles ICLR 2025 Be Cautious When Merging Unfamiliar LLMs: A Phishing Model Capable of Stealing Privacy ACL 2025 Bone Soups: A Seek-and-Soup Model Merging Approach for Controllable Multi-Objective Generation ACL 2025 Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization IJCNLP 2025 Bridging Dialectal Gaps in Arabic Medical LLMs through Model Merging EMNLP 2025 BTS: Harmonizing Specialized Experts into a Generalist LLM EMNLP 2025 CALM: Consensus-Aware Localized Merging for Multi-Task Learning ICML 2025