Parameter-Efficient Fine-Tuning

UORA: Uniform Orthogonal Reinitialization Adaptation in Parameter Efficient Fine-Tuning of Large Models ACL 2025 Visually-Adaptive Guided Robust Speech Recognition with Parameter-Efficient Adaptation Interspeech 2025 Weight Factorization and Centralization for Continual Learning in Speech Recognition Interspeech 2025 YNU-HPCC at SemEval-2025 Task 1: Enhancing Multimodal Idiomaticity Representation via LoRA and Hybrid Loss Optimization SemEval 2025 Trans-LoRA: towards data-free Transferable Parameter Efficient Finetuning NeurIPS 2024 Adapters Mixup: Mixing Parameter-Efficient Adapters to Enhance the Adversarial Robustness of Fine-tuned Pre-trained Text Classifiers EMNLP 2024 Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning EMNLP 2024 Dynamic Layer Tying for Parameter-Efficient Transformers ICLR 2024 Exploring Intrinsic Language-specific Subspaces in Fine-tuning Multilingual Neural Machine Translation EMNLP 2024 FanLoRA: Fantastic LoRAs and Where to Find Them in Large Language Model Fine-tuning EMNLP 2024 From Bottom to Top: Extending the Potential of Parameter Efficient Fine-Tuning EMNLP 2024 Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024 Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning ACL 2024 LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative Tasks ACL 2024 PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization NeurIPS 2024 Parameter-Efficient Orthogonal Finetuning via Butterfly Factorization ICLR 2024 Point-PEFT: Parameter-Efficient Fine-Tuning for 3D Pre-trained Models AAAI 2024 Prompt Tuning Strikes Back: Customizing Foundation Models with Low-Rank Prompt Adaptation NeurIPS 2024 RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models ACL 2024 SA²VP: Spatially Aligned-and-Adapted Visual Prompt AAAI 2024 SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models EMNLP 2024 Tuning LayerNorm in Attention: Towards Efficient Multi-Modal LLM Finetuning ICLR 2024 Unsupervised Human Preference Learning EMNLP 2024 Visual Perception by Large Language Model’s Weights NeurIPS 2024 Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning ICLR 2023