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Model Merging

552 directly classified papers

Papers per year

Papers

AROMA: Autonomous Rank-one Matrix Adaptation EMNLP 2025
GenKnowSub: Improving Modularity and Reusability of LLMs through General Knowledge Subtraction ACL 2025
Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval CVPR 2025
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning CVPR 2025
cocoa at SemEval-2025 Task 10: Prompting vs. Fine-Tuning: A Multilevel Approach to Propaganda Classification SEMEVAL 2025
ZJUKLAB at SemEval-2025 Task 4: Unlearning via Model Merging. SEMEVAL 2025
PLeaS - Merging Models with Permutations and Least Squares CVPR 2025
FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization ICCV 2025
A Systematic Analysis of Base Model Choice for Reward Modeling EMNLP 2025
Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization IJCNLP 2025
LoRACLR: Contrastive Adaptation for Customization of Diffusion Models CVPR 2025
Argus: A Compact and Versatile Foundation Model for Vision CVPR 2025
P-React: Synthesizing Topic-Adaptive Reactions of Personality Traits via Mixture of Specialized LoRA Experts ACL 2025
Transferring Textual Preferences to Vision-Language Understanding through Model Merging ACL 2025
CALM: Consensus-Aware Localized Merging for Multi-Task Learning ICML 2025
Domain Adaptation of Foundation LLMs for e-Commerce ACL 2025
SeqMMR: Sequential Model Merging and LLM Routing for Enhanced Batched Sequential Knowledge Editing ACL 2025
Dynamic Fisher-weighted Model Merging via Bayesian Optimization NAACL 2025
Efficient Model Development through Fine-tuning Transfer EMNLP 2025
BTS: Harmonizing Specialized Experts into a Generalist LLM EMNLP 2025
How to Merge Your Multimodal Models Over Time? CVPR 2025
AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs ACL 2025
To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging EMNLP 2025
In-Context Meta LoRA Generation IJCAI 2025
MUSCLE: A Model Update Strategy for Compatible LLM Evolution EMNLP 2024