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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2176–2200 of 10307 papers

Title	Date	Tasks	Status	Score
Generating Thermal Human Faces for Physiological Assessment Using Thermal Sensor Auxiliary Labels	Jun 15, 2021	SSIMTransfer Learning	CodeCode Available	5
Geographical Distance Is The New Hyperparameter: A Case Study Of Finding The Optimal Pre-trained Language For English-isiZulu Machine Translation	May 17, 2022	Low-Resource Neural Machine TranslationMachine Translation	CodeCode Available	5
Glo-In-One-v2: Holistic Identification of Glomerular Cells, Tissues, and Lesions in Human and Mouse Histopathology	Nov 25, 2024	Lesion SegmentationSegmentation	CodeCode Available	5
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related Features	Oct 15, 2023	Data Augmentationfew-shot-ner	CodeCode Available	5
Generalizing over Long Tail Concepts for Medical Term Normalization	Oct 21, 2022	AttributeTransfer Learning	CodeCode Available	5
Best Practices for Large-Scale, Pixel-Wise Crop Mapping and Transfer Learning Workflows	Jul 16, 2025	Transfer Learning	CodeCode Available	5
Best of Both Worlds: Transferring Knowledge from Discriminative Learning to a Generative Visual Dialog Model	Jun 5, 2017	InformativenessMetric Learning	CodeCode Available	5
Generalized Funnelling: Ensemble Learning and Heterogeneous Document Embeddings for Cross-Lingual Text Classification	Sep 17, 2021	Ensemble LearningMultilabel Text Classification	CodeCode Available	5
Generalizing Teacher Networks for Effective Knowledge Distillation Across Student Architectures	Jul 22, 2024	Knowledge DistillationModel Compression	CodeCode Available	5
Generalized Block-Diagonal Structure Pursuit: Learning Soft Latent Task Assignment against Negative Transfer	Dec 1, 2019	AttributeMulti-Task Learning	CodeCode Available	5
Generalization Through The Lens Of Leave-One-Out Error	Mar 7, 2022	Generalization BoundsTransfer Learning	CodeCode Available	5
BERT WEAVER: Using WEight AVERaging to enable lifelong learning for transformer-based models in biomedical semantic search engines	Feb 21, 2022	Federated LearningLifelong learning	CodeCode Available	5
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across Domains	Jul 2, 2025	Atari GamesChatbot	CodeCode Available	5
General-Purpose Deep Point Cloud Feature Extractor	Mar 12, 2018	3D Object Classification3D Point Cloud Classification	CodeCode Available	5
BERT is Not an Interlingua and the Bias of Tokenization	Nov 1, 2019	ClusteringTransfer Learning	CodeCode Available	5
BERT for Sentiment Analysis: Pre-trained and Fine-Tuned Alternatives	Jan 10, 2022	Sentiment Analysistext-classification	CodeCode Available	5
BERT-Based Approach for Automating Course Articulation Matrix Construction with Explainable AI	Nov 21, 2024	POSTransfer Learning	CodeCode Available	5
Gated Domain Units for Multi-source Domain Generalization	Jun 24, 2022	Domain GeneralizationTransfer Learning	CodeCode Available	5
BertaQA: How Much Do Language Models Know About Local Culture?	Jun 11, 2024	Multiple-choiceTransfer Learning	CodeCode Available	5
Synergistic Learning with Multi-Task DeepONet for Efficient PDE Problem Solving	Aug 5, 2024	Geometry-based operator learningMulti-Task Learning	CodeCode Available	5
Context selectivity with dynamic availability enables lifelong continual learning	Jun 2, 2023	Continual LearningLifelong learning	CodeCode Available	5
Generalizable Local Feature Pre-training for Deformable Shape Analysis	Mar 27, 2023	Transfer Learning	CodeCode Available	5
General solutions for nonlinear differential equations: a rule-based self-learning approach using deep reinforcement learning	May 13, 2018	Deep Reinforcement LearningReinforcement Learning	CodeCode Available	5
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations	Jun 14, 2018	image-classificationImage Classification	CodeCode Available	5
Bengali Handwritten Character Classification using Transfer Learning on Deep Convolutional Neural Network	Feb 25, 2019	Ensemble LearningGeneral Classification	CodeCode Available	5

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All datasets Office-Home 100 sleep nights of 8 caregivers BanglaLekha Isolated Dataset COCO70 KITTI Object Tracking Evaluation 2012 Retinal Fundus MultiDisease Image Dataset (RFMiD)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	APCLIP	Accuracy	84.2	—	Unverified
2	DFA-ENT	Accuracy	69.2	—	Unverified
3	DFA-SAFN	Accuracy	69.1	—	Unverified
4	EasyTL	Accuracy	63.3	—	Unverified
5	MEDA	Accuracy	60.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	10-20% Mask PSNR	3.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Chatterjee, Dutta et al.[1]	Accuracy	96.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Co-Tuning	Accuracy	85.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Physical Access	EER	5.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	riadd.aucmedi	AUROC	0.95	—	Unverified