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 1826–1850 of 10307 papers

Title	Date	Tasks	Status	Score
Advancing Transformer's Capabilities in Commonsense Reasoning	Oct 10, 2023	Transfer Learning	CodeCode Available	5
Catastrophic Forgetting Meets Negative Transfer: Batch Spectral Shrinkage for Safe Transfer Learning	Dec 1, 2019	Transfer Learning	CodeCode Available	5
Histogram-based Parameter-efficient Tuning for Passive Sonar Classification	Apr 21, 2025	Transfer Learning	CodeCode Available	5
HIT: A Hierarchically Fused Deep Attention Network for Robust Code-mixed Language Representation	May 30, 2021	Deep AttentionRepresentation Learning	CodeCode Available	5
Hostility Detection in Hindi leveraging Pre-Trained Language Models	Jan 14, 2021	Fake News DetectionHate Speech Detection	CodeCode Available	5
Hindi/Bengali Sentiment Analysis Using Transfer Learning and Joint Dual Input Learning with Self Attention	Feb 11, 2022	Sentiment AnalysisTransfer Learning	CodeCode Available	5
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN	May 20, 2024	Generative Adversarial NetworkImage Segmentation	CodeCode Available	5
HintNet: Hierarchical Knowledge Transfer Networks for Traffic Accident Forecasting on Heterogeneous Spatio-Temporal Data	Mar 7, 2022	ManagementTransfer Learning	CodeCode Available	5
Cascading Adaptors to Leverage English Data to Improve Performance of Question Answering for Low-Resource Languages	Dec 18, 2021	Question AnsweringTransfer Learning	CodeCode Available	5
Hierarchical transfer learning with applications for electricity load forecasting	Nov 16, 2021	Additive modelsLoad Forecasting	CodeCode Available	5
CLIP-based Synergistic Knowledge Transfer for Text-based Person Retrieval	Sep 18, 2023	Image to textPerson Retrieval	CodeCode Available	5
CARTL: Cooperative Adversarially-Robust Transfer Learning	Jun 12, 2021	Adversarial RobustnessTransfer Learning	CodeCode Available	5
Hierarchical Topology Isomorphism Expertise Embedded Graph Contrastive Learning	Dec 21, 2023	Contrastive LearningGraph Representation Learning	CodeCode Available	5
HOUDINI: Lifelong Learning as Program Synthesis	Mar 31, 2018	Lifelong learningProgram Synthesis	CodeCode Available	5
CARL-D: A vision benchmark suite and large scale dataset for vehicle detection and scene segmentation	Feb 17, 2022	2D Object DetectionAutonomous Driving	CodeCode Available	5
Advancing Multilingual Handwritten Numeral Recognition with Attention-driven Transfer Learning	Mar 18, 2024	Handwritten Digit RecognitionOptical Character Recognition	CodeCode Available	5
Cardiac MRI Orientation Recognition and Standardization using Deep Neural Networks	Jul 31, 2023	Transfer Learning	CodeCode Available	5
Heterogeneous Transfer Learning for Building High-Dimensional Generalized Linear Models with Disparate Datasets	Dec 20, 2023	Transfer Learning	CodeCode Available	5
Knowledge transfer across cell lines using Hybrid Gaussian Process models with entity embedding vectors	Nov 27, 2020	Transfer Learning	CodeCode Available	5
Capturing Pertinent Symbolic Features for Enhanced Content-Based Misinformation Detection	Jan 29, 2024	ArticlesMisinformation	CodeCode Available	5
CL-NERIL: A Cross-Lingual Model for NER in Indian Languages	Nov 23, 2021	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Heterogeneous Treatment Effect with Trained Kernels of the Nadaraya-Watson Regression	Jul 19, 2022	regressionTransfer Learning	CodeCode Available	5
Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery	Nov 14, 2024	image-classificationImage Classification	CodeCode Available	5
Arabic Dialect Identification Using BERT Fine-Tuning	Dec 1, 2020	Deep LearningDialect Identification	CodeCode Available	5
HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot Filling	Oct 13, 2023	Contrastive Learningslot-filling	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