parameter-efficient fine-tuning

Refining Salience-Aware Sparse Fine-Tuning Strategies for Language Models ACL 2025 Re-Imagining Multimodal Instruction Tuning: A Representation View ICLR 2025 Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages CVPR 2025 Rethinking Token Reduction with Parameter-Efficient Fine-Tuning in ViT for Pixel-Level Tasks CVPR 2025 Riemannian Optimization for LoRA on the Stiefel Manifold EMNLP 2025 RILQ: Rank-Insensitive LoRA-Based Quantization Error Compensation for Boosting 2-Bit Large Language Model Accuracy AAAI 2025 R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning EMNLP 2025 RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025 Run LoRA Run: Faster and Lighter LoRA Implementations ACL 2025 SaLoRA: Safety-Alignment Preserved Low-Rank Adaptation ICLR 2025 SAM-DA: Decoder Adapter for Efficient Medical Domain Adaptation WACV 2025 Sam’s Fans at the Crypto Trading Challenge Task: A Threshold-Based Decision Approach Based on FinMem Framework COLING 2025 SAN: Hypothesizing Long-Term Synaptic Development and Neural Engram Mechanism in Scalable Model’s Parameter-Efficient Fine-Tuning ICML 2025 SAP: Privacy-Preserving Fine-Tuning on Language Models with Split-and-Privatize Framework IJCAI 2025 Selective Aggregation for Low-Rank Adaptation in Federated Learning ICLR 2025 Sensitivity-Aware Efficient Fine-Tuning via Compact Dynamic-Rank Adaptation CVPR 2025 Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models EMNLP 2025 Shawarma Chats: A Benchmark Exact Dialogue & Evaluation Platter in Egyptian, Maghrebi & Modern Standard Arabic—A Triple-Dialect Feast for Hungry Language Models EMNLP 2025 Sketch to Adapt: Fine-Tunable Sketches for Efficient LLM Adaptation ICML 2025 Skill Expansion and Composition in Parameter Space ICLR 2025 Skip Tuning: Pre-trained Vision-Language Models are Effective and Efficient Adapters Themselves CVPR 2025 SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture NAACL 2025 SMT: Fine-Tuning Large Language Models with Sparse Matrices ICLR 2025 SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs ACL 2025 Soft Language Prompts for Language Transfer NAACL 2025