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 2101–2150 of 10307 papers

TitleStatusHype
On the Transfer of Knowledge in Quantum Algorithms—0
Bridging The Multi-Modality Gaps of Audio, Visual and Linguistic for Speech Enhancement—0
Skin Disease Detection and Classification of Actinic Keratosis and Psoriasis Utilizing Deep Transfer Learning—0
Transfer Learning of Surrogate Models via Domain Affine Transformation Across Synthetic and Real-World Benchmarks—0
GenTL: A General Transfer Learning Model for Building Thermal DynamicsCode0
Contrastive Representation Learning Helps Cross-institutional Knowledge Transfer: A Study in Pediatric Ventilation Management—0
2-Tier SimCSE: Elevating BERT for Robust Sentence Embeddings—0
EchoLM: Accelerating LLM Serving with Real-time Knowledge Distillation—0
LLM4WM: Adapting LLM for Wireless Multi-Tasking—0
Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral—0
Efficient PINNs: Multi-Head Unimodular Regularization of the Solutions Space—0
A novel Trunk Branch-net PINN for flow and heat transfer prediction in porous medium—0
Heterogeneous Federated Learning System for Sparse Healthcare Time-Series Prediction—0
Bidirectional Brain Image Translation using Transfer Learning from Generic Pre-trained Models—0
Heterogeneous Federated Learning Systems for Time-Series Power Consumption Prediction with Multi-Head Embedding Mechanism—0
Energy Consumption Reduction for UAV Trajectory Training : A Transfer Learning Approach—0
Rethinking Membership Inference Attacks Against Transfer Learning—0
On the Adversarial Vulnerabilities of Transfer Learning in Remote Sensing—0
BeST -- A Novel Source Selection Metric for Transfer Learning—0
Transfer Learning Strategies for Pathological Foundation Models: A Systematic Evaluation in Brain Tumor Classification—0
Adaptive Target Localization under Uncertainty using Multi-Agent Deep Reinforcement Learning with Knowledge Transfer—0
Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learningCode0
Model-Robust and Adaptive-Optimal Transfer Learning for Tackling Concept Shifts in Nonparametric Regression—0
A Resource-Efficient Training Framework for Remote Sensing Text--Image RetrievalCode0
Automatic Speech Recognition for Sanskrit with Transfer Learning—0
Teaching Wav2Vec2 the Language of the BrainCode0
Sequential PatchCore: Anomaly Detection for Surface Inspection using Synthetic Impurities—0
Empowering Agricultural Insights: RiceLeafBD - A Novel Dataset and Optimal Model Selection for Rice Leaf Disease Diagnosis through Transfer Learning Technique—0
A Bayesian Hierarchical Model for Generating Synthetic Unbalanced Power Distribution Grids—0
Incrementally Learning Multiple Diverse Data Domains via Multi-Source Dynamic Expansion Model—0
An analysis of data variation and bias in image-based dermatological datasets for machine learning classification—0
Detecting Wildfire Flame and Smoke through Edge Computing using Transfer Learning Enhanced Deep Learning Models—0
Optimal Policy Adaptation under Covariate Shift—0
Data-driven inventory management for new products: An adjusted Dyna-Q approach with transfer learning—0
Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context AdaptationCode0
AgentPose: Progressive Distribution Alignment via Feature Agent for Human Pose Distillation—0
Exploring the Use of Contrastive Language-Image Pre-Training for Human Posture Classification: Insights from Yoga Pose Analysis—0
AlgoRxplorers | Precision in Mutation: Enhancing Drug Design with Advanced Protein Stability Prediction Tools—0
Dual Scale-aware Adaptive Masked Knowledge Distillation for Object Detection—0
Rice Leaf Disease Detection: A Comparative Study Between CNN, Transformer and Non-neural Network Architectures—0
Robust Hybrid Classical-Quantum Transfer Learning Model for Text Classification Using GPT-Neo 125M with LoRA & SMOTE EnhancementCode0
Transfer Learning of Tabular Data by Finetuning Large Language Models—0
Transforming Social Science Research with Transfer Learning: Social Science Survey Data Integration with AI—0
Mathematics of Digital Twins and Transfer Learning for PDE Models—0
Capability-Aware Shared Hypernetworks for Flexible Heterogeneous Multi-Robot CoordinationCode0
A CT Image Classification Network Framework for Lung Tumors Based on Pre-trained MobileNetV2 Model and Transfer learning, And Its Application and Market Analysis in the Medical field—0
Knowledge Transfer in Model-Based Reinforcement Learning Agents for Efficient Multi-Task Learning—0
Patch-GAN Transfer Learning with Reconstructive Models for Cloud Removal—0
A Text-Based Knowledge-Embedded Soft Sensing Modeling Approach for General Industrial Process Tasks Based on Large Language Model—0
Rapid Automated Mapping of Clouds on Titan With Instance SegmentationCode0
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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