Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition Sep 24, 2024 parameter-efficient fine-tuning Transfer Learning
Code Code Available 1IncreLoRA: Incremental Parameter Allocation Method for Parameter-Efficient Fine-tuning Aug 23, 2023 parameter-efficient fine-tuning
Code Code Available 1AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs Apr 19, 2023 Generalization Bounds parameter-efficient fine-tuning
Code Code Available 1LoFiT: Localized Fine-tuning on LLM Representations Jun 3, 2024 parameter-efficient fine-tuning
Code Code Available 1AutoVP: An Automated Visual Prompting Framework and Benchmark Oct 12, 2023 image-classification Image Classification
Code Code Available 1AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning Oct 31, 2022 parameter-efficient fine-tuning
Code Code Available 1Imaging foundation model for universal enhancement of non-ideal measurement CT Oct 2, 2024 Medical Image Enhancement parameter-efficient fine-tuning
Code Code Available 1AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Jan 28, 2023 Bayesian Optimisation Neural Architecture Search
Code Code Available 1Hyperdecoders: Instance-specific decoders for multi-task NLP Mar 15, 2022 Decoder parameter-efficient fine-tuning
Code Code Available 1LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks Oct 16, 2024 Math parameter-efficient fine-tuning
Code Code Available 1IISAN: Efficiently Adapting Multimodal Representation for Sequential Recommendation with Decoupled PEFT Apr 2, 2024 GPU parameter-efficient fine-tuning
Code Code Available 1Advancing Parameter Efficiency in Fine-tuning via Representation Editing Feb 23, 2024 parameter-efficient fine-tuning
Code Code Available 1Hydra: Multi-head Low-rank Adaptation for Parameter Efficient Fine-tuning Sep 13, 2023 parameter-efficient fine-tuning
Code Code Available 1ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler Mar 26, 2024 In-Context Learning intent-classification
Code Code Available 1MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba Nov 6, 2024 Mamba parameter-efficient fine-tuning
Code Code Available 1MapSAM: Adapting Segment Anything Model for Automated Feature Detection in Historical Maps Nov 11, 2024 parameter-efficient fine-tuning
Code Code Available 1C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available 1DiffFit: Unlocking Transferability of Large Diffusion Models via Simple Parameter-Efficient Fine-Tuning Apr 13, 2023 Efficient Diffusion Personalization parameter-efficient fine-tuning
Code Code Available 1IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models Oct 29, 2024 parameter-efficient fine-tuning Quantization
Code Code Available 1Asymmetry in Low-Rank Adapters of Foundation Models Feb 26, 2024 parameter-efficient fine-tuning
Code Code Available 1Harnessing Large Language Models for Text-Rich Sequential Recommendation Mar 20, 2024 parameter-efficient fine-tuning Recommendation Systems
Code Code Available 1MeteoRA: Multiple-tasks Embedded LoRA for Large Language Models May 19, 2024 Mixture-of-Experts parameter-efficient fine-tuning
Code Code Available 1An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models Jun 7, 2024 Hallucination parameter-efficient fine-tuning
Code Code Available 1Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Apr 7, 2024 Descriptive parameter-efficient fine-tuning
Code Code Available 1Gradient-based Parameter Selection for Efficient Fine-Tuning Dec 15, 2023 image-classification Image Classification
Code Code Available 1When MOE Meets LLMs: Parameter Efficient Fine-tuning for Multi-task Medical Applications Oct 21, 2023 Multi-Task Learning parameter-efficient fine-tuning
Code Code Available 1HALO: Hadamard-Assisted Lower-Precision Optimization for LLMs Jan 5, 2025 Efficient Neural Network parameter-efficient fine-tuning
Code Code Available 1HiFT: A Hierarchical Full Parameter Fine-Tuning Strategy Jan 26, 2024 GPU parameter-efficient fine-tuning
Code Code Available 1Density Adaptive Attention is All You Need: Robust Parameter-Efficient Fine-Tuning Across Multiple Modalities Jan 20, 2024 All Emotion Recognition
Code Code Available 1Generative Parameter-Efficient Fine-Tuning Dec 1, 2023 Arithmetic Reasoning Fine-Grained Image Classification
Code Code Available 1GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model May 7, 2025 parameter-efficient fine-tuning
Code Code Available 1DA-VPT: Semantic-Guided Visual Prompt Tuning for Vision Transformers May 29, 2025 Metric Learning parameter-efficient fine-tuning
Code Code Available 1Gated Integration of Low-Rank Adaptation for Continual Learning of Language Models May 21, 2025 Continual Learning parameter-efficient fine-tuning
Code Code Available 1GIST: Improving Parameter Efficient Fine Tuning via Knowledge Interaction Dec 12, 2023 parameter-efficient fine-tuning
Code Code Available 1Joint Localization and Activation Editing for Low-Resource Fine-Tuning Feb 3, 2025 Natural Language Understanding parameter-efficient fine-tuning
Code Code Available 1FineDiffusion: Scaling up Diffusion Models for Fine-grained Image Generation with 10,000 Classes Feb 28, 2024 Conditional Image Generation Image Generation
Code Code Available 1FLoRA: Low-Rank Core Space for N-dimension May 23, 2024 parameter-efficient fine-tuning Tensor Decomposition
Code Code Available 1Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models Sep 10, 2024 Computational Efficiency parameter-efficient fine-tuning
Code Code Available 1Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images Jul 1, 2024 Cross-Domain Few-Shot image-classification
Code Code Available 1FonTS: Text Rendering with Typography and Style Controls Nov 28, 2024 parameter-efficient fine-tuning
Code Code Available 1FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Oct 8, 2023 Fairness Medical Diagnosis
Code Code Available 1Content-based Controls For Music Large Language Modeling Oct 26, 2023 Language Modeling Language Modelling
Code Code Available 1Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes Dec 11, 2023 Federated Learning Large Language Model
Code Code Available 1DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models Oct 2, 2023 Influence Approximation parameter-efficient fine-tuning
Code Code Available 1ComPEFT: Compression for Communicating Parameter Efficient Updates via Sparsification and Quantization Nov 22, 2023 GPU Language Modelling
Code Code Available 1Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models Aug 21, 2023 Code Generation In-Context Learning
Code Code Available 1A Comprehensive Analysis of Adapter Efficiency May 12, 2023 Natural Language Understanding parameter-efficient fine-tuning
Code Code Available 1Customizing Language Models with Instance-wise LoRA for Sequential Recommendation Aug 19, 2024 Mixture-of-Experts Multi-Task Learning
Code Code Available 1CVPT: Cross-Attention help Visual Prompt Tuning adapt visual task Aug 27, 2024 parameter-efficient fine-tuning Visual Prompt Tuning
Code Code Available 1Extending Whisper with prompt tuning to target-speaker ASR Dec 13, 2023 Automatic Speech Recognition Automatic Speech Recognition (ASR)
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