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model merging

297 papers

MM

Papers

Ex Uno Pluria: Insights on Ensembling in Low Precision Number Systems NeurIPS 2024 Fine-Tuning and Retrieval Augmented Generation for Question Answering Using Affordable Large Language Models COLING 2024 Fisher Mask Nodes for Language Model Merging COLING 2024 From Bricks to Bridges: Product of Invariances to Enhance Latent Space Communication ICLR 2024 Generalizability of Mixture of Domain-Specific Adapters from the Lens of Signed Weight Directions and its Application to Effective Model Pruning ACL 2024 Harmony in Diversity: Merging Neural Networks with Canonical Correlation Analysis ICML 2024 Here’s a Free Lunch: Sanitizing Backdoored Models with Model Merge ACL 2024 Knowledge Composition using Task Vectors with Learned Anisotropic Scaling NeurIPS 2024 Knowledge Fusion By Evolving Weights of Language Models ACL 2024 Knowledge Fusion of Large Language Models ICLR 2024 Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic ACL 2024 LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models ACL 2024 LM-Cocktail: Resilient Tuning of Language Models via Model Merging ACL 2024 Localizing Task Information for Improved Model Merging and Compression ICML 2024 Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning NeurIPS 2024 LoQT: Low-Rank Adapters for Quantized Pretraining NeurIPS 2024 LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative Tasks ACL 2024 MagMax: Leveraging Model Merging for Seamless Continual Learning ECCV 2024 Merge to Learn: Efficiently Adding Skills to Language Models with Model Merging EMNLP 2024 MetaGPT: Merging Large Language Models Using Model Exclusive Task Arithmetic EMNLP 2024 MindMerger: Efficiently Boosting LLM Reasoning in non-English Languages NeurIPS 2024 Mitigating Catastrophic Forgetting in Language Transfer via Model Merging EMNLP 2024 Mitigating Training Imbalance in LLM Fine-Tuning via Selective Parameter Merging EMNLP 2024 Model Merging and Safety Alignment: One Bad Model Spoils the Bunch EMNLP 2024 Model Merging by Uncertainty-Based Gradient Matching ICLR 2024