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 3301–3325 of 10307 papers

Title	Date	Tasks	Status	Score
Ensemble Modeling with Contrastive Knowledge Distillation for Sequential Recommendation	Apr 28, 2023	AttributeContrastive Learning	CodeCode Available	5
Ensemble Learning via Knowledge Transfer for CTR Prediction	Nov 25, 2024	Click-Through Rate PredictionEnsemble Learning	CodeCode Available	5
Ensemble of Task-Specific Language Models for Brain Encoding	Oct 24, 2023	Transfer Learning	CodeCode Available	5
Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate	Apr 21, 2018	Click-Through Rate PredictionRecommendation Systems	CodeCode Available	5
Enriched BERT Embeddings for Scholarly Publication Classification	May 7, 2024	ArticlesClassification	CodeCode Available	5
Enhancing Transformers with Gradient Boosted Decision Trees for NLI Fine-Tuning	May 8, 2021	Language ModellingNatural Language Inference	CodeCode Available	5
Towards an efficient deep learning model for musical onset detection	Jun 18, 2018	Deep LearningOnset Detection	CodeCode Available	5
Enhancing Two-Player Performance Through Single-Player Knowledge Transfer: An Empirical Study on Atari 2600 Games	Oct 22, 2024	Atari Gamesreinforcement-learning	CodeCode Available	5
Ensemble Augmentation for Deep Neural Networks Using 1-D Time Series Vibration Data	Aug 6, 2021	Data AugmentationGenerative Adversarial Network	CodeCode Available	5
Small Area Estimation of Case Growths for Timely COVID-19 Outbreak Detection	Dec 7, 2023	Transfer Learning	CodeCode Available	5
Entity-aware Cross-lingual Claim Detection for Automated Fact-checking	Mar 19, 2025	Entity LinkingFact Checking	CodeCode Available	5
Explainable Action Advising for Multi-Agent Reinforcement Learning	Nov 15, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Facial Beauty Analysis Using Distribution Prediction and CNN Ensembles	Dec 10, 2023	Face VerificationFacial Beauty Prediction	CodeCode Available	5
Towards Offensive Language Identification for Tamil Code-Mixed YouTube Comments and Posts	Aug 24, 2021	Language IdentificationTransfer Learning	CodeCode Available	5
SocialIQA: Commonsense Reasoning about Social Interactions	Apr 22, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	5
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer	Dec 20, 2024	Classifier calibrationFew-Shot Semantic Segmentation	CodeCode Available	5
Enhancing Human Pose Estimation in Ancient Vase Paintings via Perceptually-grounded Style Transfer Learning	Dec 10, 2020	Image RetrievalPose Estimation	CodeCode Available	5
Enhancing Dataset Distillation via Non-Critical Region Refinement	Mar 24, 2025	Dataset DistillationTransfer Learning	CodeCode Available	5
A Survey of Available Corpora for Building Data-Driven Dialogue Systems	Dec 17, 2015	Transfer Learning	CodeCode Available	5
Enhancing Drug-Target Interaction Prediction through Transfer Learning from Activity Cliff Prediction Tasks	Dec 11, 2024	Drug DiscoveryPrediction	CodeCode Available	5
Enhancing Knowledge Distillation for LLMs with Response-Priming Prompting	Dec 18, 2024	GSM8KKnowledge Distillation	CodeCode Available	5
Continuous Detection, Rapidly React: Unseen Rumors Detection based on Continual Prompt-Tuning	Mar 16, 2022	Transfer Learning	CodeCode Available	5
Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learning	Jan 19, 2025	Brain Tumor SegmentationImage Segmentation	CodeCode Available	5
Enhancing Cross-Dataset Performance of Distracted Driving Detection With Score Softmax Classifier And Dynamic Gaussian Smoothing Supervision	Oct 8, 2023	Transfer Learning	CodeCode Available	5
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images	Jan 8, 2025	Cloud RemovalKnowledge Distillation	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