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parameter-efficient fine-tuning

1,055 papers

PEFT

Papers

Imbalanced Gradients in RL Post-Training of Multi-Task LLMs EACL 2026 Improving Dialect Robustness in Large Language Models via LoRA and Mixture-of-Experts EACL 2026 Improvise, Adapt, Overcome -- Telescopic Adapters for Efficient Fine-tuning of Vision Language Models in Medical Imaging WACV 2026 Incentivizing DINOv3 Adaptation for Medical Vision Tasks via Feature Disentanglement MIDL 2026 Instant Personalized Large Language Model Adaptation via Hypernetwork ACL 2026 Intention-Adaptive LLM Fine-Tuning for Text Revision Generation EACL 2026 Interpretable Safety Alignment via SAE-Constructed Low-Rank Subspace Adaptation ACL 2026 JCT at SemEval-2026 Task 4: A Multi-Method Approach to Narrative Story Similarity SemEval 2026 Keep It Frozen: Domain-Routed Conditional Residual Modulation for Multi-Domain Vision Transformers CVPR 2026 L2-LoRA: Improving Low-Rank Adaptation with Layer-Specific Regularization AAAI 2026 Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ACL 2026 Learning More from Less: Resource-Constrained Generative AI for Classification, Generation, and Personalization AAAI 2026 Learning to Collaborate: An Orchestrated-Decentralized Framework for Peer-to-Peer LLM Federation AAAI 2026 LeLoRA: Learnable Low-Rank Adaptation of Large Language Models ACL 2026 Less Is More: Rethinking Parameter-Efficient Fine-Tuning from a Subtractive Perspective AAAI 2026 LiDeRe: A Lightweight Readout for Fast and Data-Efficient Dense Prediction CVPR 2026 LLaMA32-Med: Parameter-Efficient Adaptation of Multimodal LLMs for Medical Visual Question Answering MIDL 2026 Localized Low-Rank Adaptation within Clustered Parameter Subspaces ACL 2026 LocuPrompt at SemEval-2026 Task 7: A Multilingual Prompting Framework for Cross-Cultural Everyday Knowledge in LLMs SemEval 2026 LoKI: Low-Damage Knowledge Implanting of Large Language Models AAAI 2026 Look Within or Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning ACL 2026 LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging ACL 2026 LumiX: Structured and Coherent Text-to-Intrinsic Generation CVPR 2026 M4-SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection CVPR 2026 Magnitude-Modulated Equivariant Adapter for Parameter-Efficient Fine-Tuning of Equivariant Graph Neural Networks AAAI 2026