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 2126–2150 of 10307 papers

Title	Date	Tasks	Status	Score
GERNERMED++: Transfer Learning in German Medical NLP	Jun 29, 2022	Machine Translationnamed-entity-recognition	CodeCode Available	5
GIST at SemEval-2018 Task 12: A network transferring inference knowledge to Argument Reasoning Comprehension task	Jun 1, 2018	Common Sense ReasoningNatural Language Inference	CodeCode Available	5
Bilingual Alignment Pre-Training for Zero-Shot Cross-Lingual Transfer	Jun 3, 2021	Cross-Lingual TransferLanguage Modelling	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
Geostatistical Learning: Challenges and Opportunities	Feb 17, 2021	Learning TheoryModel Selection	CodeCode Available	5
Generative Transfer Learning: Covid-19 Classification with a few Chest X-ray Images	Aug 10, 2022	Binary ClassificationFew-Shot Learning	CodeCode Available	5
A Deep Learning Method for Comparing Bayesian Hierarchical Models	Jan 27, 2023	Decision MakingDeep Learning	CodeCode Available	5
GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling	Jun 13, 2021	Open-Domain Dialogslot-filling	CodeCode Available	5
Bilateral Personalized Dialogue Generation with Contrastive Learning	Jun 15, 2021	Contrastive LearningDialogue Generation	CodeCode Available	5
A Neural Grammatical Error Correction System Built On Better Pre-training and Sequential Transfer Learning	Jul 2, 2019	Grammatical Error CorrectionTransfer Learning	CodeCode Available	5
GenTL: A General Transfer Learning Model for Building Thermal Dynamics	Jan 23, 2025	Deep LearningTransfer Learning	CodeCode Available	5
Generative Denoise Distillation: Simple Stochastic Noises Induce Efficient Knowledge Transfer for Dense Prediction	Jan 16, 2024	Instance SegmentationKnowledge Distillation	CodeCode Available	5
Generative Causal Representation Learning for Out-of-Distribution Motion Forecasting	Feb 17, 2023	Motion ForecastingRepresentation Learning	CodeCode Available	5
Generating Gameplay-Relevant Art Assets with Transfer Learning	Oct 4, 2020	Image GenerationTransfer Learning	CodeCode Available	5
Generating Thermal Human Faces for Physiological Assessment Using Thermal Sensor Auxiliary Labels	Jun 15, 2021	SSIMTransfer Learning	CodeCode Available	5
Global Safe Sequential Learning via Efficient Knowledge Transfer	Feb 22, 2024	Active LearningBayesian Optimization	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
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
Generalization Through The Lens Of Leave-One-Out Error	Mar 7, 2022	Generalization BoundsTransfer Learning	CodeCode Available	5
Generalizable Local Feature Pre-training for Deformable Shape Analysis	Mar 27, 2023	Transfer Learning	CodeCode Available	5
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across Domains	Jul 2, 2025	Atari GamesChatbot	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
General-Purpose Deep Point Cloud Feature Extractor	Mar 12, 2018	3D Object Classification3D Point Cloud 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