SOTAVerified

Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

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Showing 201–250 of 10307 papers

TitleStatusHype
M-ABSA: A Multilingual Dataset for Aspect-Based Sentiment AnalysisCode1
Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?Code1
Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentationCode1
Instance-dependent Early StoppingCode1
A Data-Efficient Pan-Tumor Foundation Model for Oncology CT InterpretationCode1
UniGraph2: Learning a Unified Embedding Space to Bind Multimodal GraphsCode1
ARWKV: Pretrain is not what we need, an RNN-Attention-Based Language Model Born from TransformerCode1
WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm ControlCode1
Tackling Small Sample Survival Analysis via Transfer Learning: A Study of Colorectal Cancer PrognosisCode1
UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital CollaborationCode1
Surrogate-based multiscale analysis of experiments on thermoplastic composites under off-axis loadingCode1
Super-class guided Transformer for Zero-Shot Attribute ClassificationCode1
AD-L-JEPA: Self-Supervised Spatial World Models with Joint Embedding Predictive Architecture for Autonomous Driving with LiDAR DataCode1
Load Forecasting for Households and Energy Communities: Are Deep Learning Models Worth the Effort?Code1
SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object DetectionCode1
EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIsCode1
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language ModelsCode1
Relation-Guided Adversarial Learning for Data-free Knowledge TransferCode1
Skip Tuning: Pre-trained Vision-Language Models are Effective and Efficient Adapters ThemselvesCode1
MultiEYE: Dataset and Benchmark for OCT-Enhanced Retinal Disease Recognition from Fundus ImagesCode1
GEAL: Generalizable 3D Affordance Learning with Cross-Modal ConsistencyCode1
Monte Carlo Tree Search based Space Transfer for Black-box OptimizationCode1
T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIsCode1
Knowledge Transfer and Domain Adaptation for Fine-Grained Remote Sensing Image SegmentationCode1
Finite Element Neural Network Interpolation. Part I: Interpretable and Adaptive Discretization for Solving PDEsCode1
IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative ModelsCode1
TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action RecognitionCode1
Spectral-Spatial Transformer with Active Transfer Learning for Hyperspectral Image ClassificationCode1
Revelio: Interpreting and leveraging semantic information in diffusion modelsCode1
MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating TrainingCode1
CODE-CL: Conceptor-Based Gradient Projection for Deep Continual LearningCode1
LLM-Neo: Parameter Efficient Knowledge Distillation for Large Language ModelsCode1
wav2sleep: A Unified Multi-Modal Approach to Sleep Stage Classification from Physiological SignalsCode1
ST-MoE-BERT: A Spatial-Temporal Mixture-of-Experts Framework for Long-Term Cross-City Mobility PredictionCode1
TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent CollaborationCode1
Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text RecognitionCode1
Hyper-Representations: Learning from Populations of Neural NetworksCode1
Domain Consistency Representation Learning for Lifelong Person Re-IdentificationCode1
GraphLoRA: Structure-Aware Contrastive Low-Rank Adaptation for Cross-Graph Transfer LearningCode1
Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual RecognitionCode1
Cross-Domain Knowledge Transfer for Underwater Acoustic Classification Using Pre-trained ModelsCode1
MaPPER: Multimodal Prior-guided Parameter Efficient Tuning for Referring Expression ComprehensionCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
Data Efficient Child-Adult Speaker Diarization with Simulated ConversationsCode1
SimMAT: Exploring Transferability from Vision Foundation Models to Any Image ModalityCode1
Efficient Training of Large Vision Models via Advanced Automated Progressive LearningCode1
AnyMatch -- Efficient Zero-Shot Entity Matching with a Small Language ModelCode1
MARS: Matching Attribute-aware Representations for Text-based Sequential RecommendationCode1
Aligning Medical Images with General Knowledge from Large Language ModelsCode1
Contrastive Learning with Synthetic PositivesCode1
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All datasetsOffice-Home100 sleep nights of 8 caregiversBanglaLekha Isolated DatasetCOCO70KITTI Object Tracking Evaluation 2012Retinal Fundus MultiDisease Image Dataset (RFMiD)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2—Unverified
2DFA-ENTAccuracy69.2—Unverified
3DFA-SAFNAccuracy69.1—Unverified
4EasyTLAccuracy63.3—Unverified
5MEDAAccuracy60.3—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23—Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12—Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74—Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95—Unverified