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 2026–2050 of 10307 papers

Title	Date	Tasks	Status	Score
MisRoBÆRTa: Transformers versus Misinformation	Apr 16, 2023	ArticlesBinary Classification	CodeCode Available	5
Graph Few-shot Learning via Knowledge Transfer	Oct 7, 2019	Few-Shot LearningGeneral Classification	CodeCode Available	5
Breast Tumor Classification Using EfficientNet Deep Learning Model	Nov 26, 2024	Binary ClassificationCancer Classification	CodeCode Available	5
Breast-NET: a lightweight DCNN model for breast cancer detection and grading using histological samples	Aug 10, 2024	Breast Cancer DetectionBreast Cancer Histology Image Classification	CodeCode Available	5
GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain	Sep 6, 2021	Few-Shot LearningLanguage Modelling	CodeCode Available	5
Gotta Learn Fast: A New Benchmark for Generalization in RL	Apr 10, 2018	Few-Shot Learningreinforcement-learning	CodeCode Available	5
Breast Mass Classification from Mammograms using Deep Convolutional Neural Networks	Dec 2, 2016	ClassificationData Augmentation	CodeCode Available	5
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation	Nov 14, 2016	Machine TranslationNMT	CodeCode Available	5
Breast cancer histology classification using Deep Residual Networks	Jul 1, 2018	Breast Cancer Histology Image ClassificationClassification	CodeCode Available	5
Google Vizier: A Service for Black-Box Optimization	Jan 1, 2017	AutoMLBIG-bench Machine Learning	CodeCode Available	5
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation	Jan 27, 2022	Few-Shot Text ClassificationMeta-Learning	CodeCode Available	5
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations	Jun 14, 2018	image-classificationImage Classification	CodeCode Available	5
AdPE: Adversarial Positional Embeddings for Pretraining Vision Transformers via MAE+	Mar 14, 2023	Transfer Learning	CodeCode Available	5
An Information-Theoretic Metric of Transferability for Task Transfer Learning	May 1, 2019	General ClassificationScene Understanding	CodeCode Available	5
Global Safe Sequential Learning via Efficient Knowledge Transfer	Feb 22, 2024	Active LearningBayesian Optimization	CodeCode Available	5
Brain Tumor Synthetic Data Generation with Adaptive StyleGANs	Dec 4, 2022	DiversityMedical Image Analysis	CodeCode Available	5
A Contrastive Knowledge Transfer Framework for Model Compression and Transfer Learning	Mar 14, 2023	image-classificationImage Classification	CodeCode Available	5
Adaptation of Tacotron2-based Text-To-Speech for Articulatory-to-Acoustic Mapping using Ultrasound Tongue Imaging	Jul 26, 2021	text-to-speechText to Speech	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
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
Getting aligned on representational alignment	Oct 18, 2023	NavigateTransfer Learning	CodeCode Available	5
Brain MRI Image Super Resolution using Phase Stretch Transform and Transfer Learning	Jul 31, 2018	HallucinationImage Super-Resolution	CodeCode Available	5
GERNERMED++: Transfer Learning in German Medical NLP	Jun 29, 2022	Machine Translationnamed-entity-recognition	CodeCode Available	5
GKT: A Novel Guidance-Based Knowledge Transfer Framework For Efficient Cloud-edge Collaboration LLM Deployment	May 30, 2024	GSM8KKnowledge Distillation	CodeCode Available	5
An Information-Geometric Distance on the Space of Tasks	Nov 1, 2020	image-classificationImage 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