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Model Merging

552 directly classified papers

Papers per year

Papers

Generalizable and Efficient Automated Scoring with a Knowledge-Distilled Multi-Task Mixture-of-Experts AAAI 2026
SafeSieve: From Heuristics to Experience in Progressive Pruning for LLM-based Multi-Agent Communication AAAI 2026
RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior AAAI 2026
Do Not Merge My Model! Safeguarding Open-Source LLMs Against Unauthorized Model Merging AAAI 2026
Efficient Multimodal Large Language Model via Dynamic KV Cache Quantization AAAI 2026
MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images WACV 2026
Low-Rank Expert Merging for Multi-Source Domain Adaptation in Person Re-Identification WACV 2026
LM-Lexicon: Improving Definition Modeling via Harmonizing Semantic Experts EACL 2026
BILLY: Steering Large Language Models via Merging Persona Vectors for Creative Generation EACL 2026
Improving Training Efficiency and Reducing Maintenance Costs via Language Specific Model Merging EACL 2026
Completely Modular Fine-tuning for Dynamic Language Adaptation EACL 2026
LLM Plug-ins Are Not a Free Lunch for Clinical Time-Series Prediction EACL 2026
DivMerge: A divergence-based model merging method for multi-tasking EACL 2026
FedMerge: Federated Model Merging for Personalization AAAI 2026
GLOBA: Rethinking Parameter Conflicts in Model Merging AAAI 2026
Escaping Optimization Stagnation: Taking Steps Beyond Task Arithmetic via Difference Vectors AAAI 2026
Symphony-MoE: Harmonizing Disparate Pre-trained Models into a Coherent Mixture-of-Experts AAAI 2026
Controllable Style Arithmetic with Language Models ACL 2025
Disrupting Model Merging: A Parameter-Level Defense Without Sacrificing Accuracy ICCV 2025
To See a World in a Spark of Neuron: Disentangling Multi-Task Interference for Training-Free Model Merging EMNLP 2025
Temporal Information Retrieval via Time-Specifier Model Merging ACL 2025
In-Context Meta LoRA Generation IJCAI 2025
Task Vector Quantization for Memory-Efficient Model Merging ICCV 2025
RECALL: REpresentation-aligned Catastrophic-forgetting ALLeviation via Hierarchical Model Merging EMNLP 2025
LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks COLING 2025