parameter-efficient fine-tuning

Domain Generalization using Large Pretrained Models with Mixture-of-Adapters WACV 2025 DoMIX: An Efficient Framework for Exploiting Domain Knowledge in Fine-Tuning ACL 2025 Dual-Module Collaborative LoRA for Effective Large Language Model Fine-Tuning ACML 2025 DUTIR at SemEval-2025 Task 10: A Large Language Model-based Approach for Entity Framing in Online News SemEval 2025 Dynamic Low-Rank Sparse Adaptation for Large Language Models ICLR 2025 Dynamic Prefix as Instructor for Incremental Named Entity Recognition: A Unified Seq2Seq Generation Framework ACL 2025 Dynamic Rank Adjustment in Diffusion Policies for Efficient and Flexible Training RSS 2025 EcoLoRA: Communication-Efficient Federated Fine-Tuning of Large Language Models EMNLP 2025 Efficient Adaptation of Pre-trained Vision Transformer underpinned by Approximately Orthogonal Fine-Tuning Strategy ICCV 2025 Efficient and Effective Prompt Tuning via Prompt Decomposition and Compressed Outer Product NAACL 2025 Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets ACL 2025 Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation ICCV 2025 Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction EMNLP 2025 Efficient Multilingual ASR Finetuning via LoRA Language Experts Interspeech 2025 Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement ICLR 2025 ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models ACL 2025 Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning ACL 2025 Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning COLING 2025 Enhancing Zeroth-order Fine-tuning for Language Models with Low-rank Structures ICLR 2025 Entity Tracking in Small Language Models: An Attention-Based Study of Parameter-Efficient Fine-Tuning EMNLP 2025 EWoRA: Expert Weighted Low-Rank Adaptation for Heterogeneous Data IJCNLP 2025 Explainable ICD Coding via Entity Linking NAACL 2025 Exploiting Presentative Feature Distributions for Parameter-Efficient Continual Learning of Large Language Models ICML 2025 Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025 Exploring the Application of 7B LLMs for Named Entity Recognition in Chinese Ancient Texts NAACL 2025