Generative Parameter-Efficient Fine-Tuning Dec 1, 2023 Arithmetic Reasoning Fine-Grained Image Classification
Code Code Available RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance Nov 30, 2023 Diagnostic Language Modeling
Code Code Available I-MedSAM: Implicit Medical Image Segmentation with Segment Anything Nov 28, 2023 Decoder Image Segmentation
Code Code Available ComPEFT: Compression for Communicating Parameter Efficient Updates via Sparsification and Quantization Nov 22, 2023 GPU Language Modelling
Code Code Available SAMIHS: Adaptation of Segment Anything Model for Intracranial Hemorrhage Segmentation Nov 14, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Aggregate, Decompose, and Fine-Tune: A Simple Yet Effective Factor-Tuning Method for Vision Transformer Nov 12, 2023 parameter-efficient fine-tuning
Code Code Available The Expressive Power of Low-Rank Adaptation Oct 26, 2023 parameter-efficient fine-tuning
Code Code Available Content-based Controls For Music Large Language Modeling Oct 26, 2023 Language Modeling Language Modelling
Code Code Available Towards a General Framework for Continual Learning with Pre-training Oct 21, 2023 Continual Learning parameter-efficient fine-tuning
Code Code Available When 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 Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters Oct 17, 2023 Domain Generalization parameter-efficient fine-tuning
Code Code Available AutoVP: An Automated Visual Prompting Framework and Benchmark Oct 12, 2023 image-classification Image Classification
Code Code Available FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Oct 8, 2023 Fairness Medical Diagnosis
Code Code Available Parameter Efficient Multi-task Model Fusion with Partial Linearization Oct 7, 2023 parameter-efficient fine-tuning Task Arithmetic
Code Code Available EfficientDM: Efficient Quantization-Aware Fine-Tuning of Low-Bit Diffusion Models Oct 5, 2023 Denoising Image Generation
Code Code Available Point-PEFT: Parameter-Efficient Fine-Tuning for 3D Pre-trained Models Oct 4, 2023 parameter-efficient fine-tuning
Code Code Available Empirical Study of PEFT techniques for Winter Wheat Segmentation Oct 3, 2023 Out-of-Distribution Generalization parameter-efficient fine-tuning
Code Code Available DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models Oct 2, 2023 Influence Approximation parameter-efficient fine-tuning
Code Code Available MediViSTA: Medical Video Segmentation via Temporal Fusion SAM Adaptation for Echocardiography Sep 24, 2023 Image Segmentation Medical Image Segmentation
Code Code Available LLM-based Medical Assistant Personalization with Short- and Long-Term Memory Coordination Sep 21, 2023 parameter-efficient fine-tuning
Code Code Available MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Sep 16, 2023 Image Segmentation Medical Image Segmentation
Code Code Available FedJudge: Federated Legal Large Language Model Sep 15, 2023 Continual Learning Federated Learning
Code Code Available SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels Sep 15, 2023 Domain Generalization Few-Shot Learning
Code Code Available Hydra: Multi-head Low-rank Adaptation for Parameter Efficient Fine-tuning Sep 13, 2023 parameter-efficient fine-tuning
Code Code Available DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available SoTaNa: The Open-Source Software Development Assistant Aug 25, 2023 Code Summarization GPU
Code Code Available IncreLoRA: Incremental Parameter Allocation Method for Parameter-Efficient Fine-tuning Aug 23, 2023 parameter-efficient fine-tuning
Code Code Available Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models Aug 21, 2023 Code Generation In-Context Learning
Code Code Available Towards Instance-adaptive Inference for Federated Learning Aug 11, 2023 Federated Learning parameter-efficient fine-tuning
Code Code Available SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning Aug 3, 2023 Feature Engineering Graph Learning
Code Code Available Parameter-Efficient Fine-Tuning of LLaMA for the Clinical Domain Jul 6, 2023 Domain Adaptation parameter-efficient fine-tuning
Code Code Available OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Models Jun 4, 2023 parameter-efficient fine-tuning Quantization
Code Code Available Make Pre-trained Model Reversible: From Parameter to Memory Efficient Fine-Tuning Jun 1, 2023 image-classification Image Classification
Code Code Available LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning May 28, 2023 Model Compression Network Pruning
Code Code Available MasakhaPOS: Part-of-Speech Tagging for Typologically Diverse African Languages May 23, 2023 Cross-Lingual Transfer parameter-efficient fine-tuning
Code Code Available Parameter-Efficient Fine-Tuning with Layer Pruning on Free-Text Sequence-to-Sequence Modeling May 15, 2023 Dialogue Generation GPU
Code Code Available A Comprehensive Analysis of Adapter Efficiency May 12, 2023 Natural Language Understanding parameter-efficient fine-tuning
Code Code Available SUR-adapter: Enhancing Text-to-Image Pre-trained Diffusion Models with Large Language Models May 9, 2023 Image Generation Knowledge Distillation
Code Code Available MasakhaNEWS: News Topic Classification for African languages Apr 19, 2023 Classification Few-Shot Learning
Code Code Available AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs Apr 19, 2023 Generalization Bounds parameter-efficient fine-tuning
Code Code Available DiffFit: 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 Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Mar 29, 2023 Image Segmentation Medical Image Segmentation
Code Code Available AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning Mar 18, 2023 parameter-efficient fine-tuning Question Answering
Code Code Available Sensitivity-Aware Visual Parameter-Efficient Fine-Tuning Mar 15, 2023 parameter-efficient fine-tuning Sensitivity
Code Code Available Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models Mar 10, 2023 Language Modeling Language Modelling
Code Code Available Task-Specific Skill Localization in Fine-tuned Language Models Feb 13, 2023 Continual Learning parameter-efficient fine-tuning
Code Code Available AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning Jan 28, 2023 Bayesian Optimisation Neural Architecture Search
Code Code Available Towards Practical Plug-and-Play Diffusion Models Dec 12, 2022 Depth Estimation Image Generation
Code Code Available Visual Query Tuning: Towards Effective Usage of Intermediate Representations for Parameter and Memory Efficient Transfer Learning Dec 6, 2022 parameter-efficient fine-tuning Transfer Learning
Code Code Available On the Effectiveness of Parameter-Efficient Fine-Tuning Nov 28, 2022 Natural Questions parameter-efficient fine-tuning
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