SOTAVerified

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

Showing 70517100 of 10307 papers

TitleStatusHype
Exploring Knowledge Distillation of a Deep Neural Network for Multi-Script identification0
Versatile and Robust Transient Stability Assessment via Instance Transfer Learning0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
An Empirical Study on Measuring the Similarity of Sentential Arguments with Language Model Domain Adaptation0
Fortify Machine Learning Production Systems: Detect and Classify Adversarial Attacks0
Transfer Learning for Linear Regression: a Statistical Test of Gain0
Geostatistical Learning: Challenges and OpportunitiesCode0
Ensemble Transfer Learning of Elastography and B-mode Breast Ultrasound Images0
Learning Visual Models using a Knowledge Graph as a Trainer0
Boosting Deep Transfer Learning for COVID-19 Classification0
Improving speech recognition models with small samples for air traffic control systems0
Boosting Low-Resource Biomedical QA via Entity-Aware Masking Strategies0
FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary0
Fast End-to-End Speech Recognition via Non-Autoregressive Models and Cross-Modal Knowledge Transferring from BERT0
Identifying Misinformation from Website Screenshots0
Transfer Learning for Future Wireless Networks: A Comprehensive Survey0
indicnlp@ kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian LanguagesCode0
Self Regulated Learning Mechanism for Data Efficient Knowledge Distillation0
indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian LanguagesCode0
Learning Student-Friendly Teacher Networks for Knowledge Distillation0
Emoji-Based Transfer Learning for Sentiment TasksCode0
Transformer-Based Approaches for Automatic Music TranscriptionCode0
Anomaly Detection through Transfer Learning in Agriculture and Manufacturing IoT Systems0
Real-Time Topology Optimization in 3D via Deep Transfer LearningCode0
Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learningCode0
Conditional Loss and Deep Euler Scheme for Time Series Generation0
Boosting Template-based SSVEP Decoding by Cross-domain Transfer Learning0
Concept drift-tolerant transfer learning in dynamic environments.0
Customizing Contextualized Language Models forLegal Document Reviews0
Voice Cloning: a Multi-Speaker Text-to-Speech Synthesis Approach based on Transfer Learning0
Transfer Learning Approach for Arabic Offensive Language Detection System -- BERT-Based Model0
Deep Multilabel CNN for Forensic Footwear Impression Descriptor Identification0
MetaTune: Meta-Learning Based Cost Model for Fast and Efficient Auto-tuning Frameworks0
Overhead MNIST: A Benchmark Satellite Dataset0
Rapid Classification of Glaucomatous Fundus Images0
Improving filling level classification with adversarial training0
Common Spatial Generative Adversarial Networks based EEG Data Augmentation for Cross-Subject Brain-Computer Interface0
Damage detection using in-domain and cross-domain transfer learning0
MSPM: A Modularized and Scalable Multi-Agent Reinforcement Learning-based System for Financial Portfolio Management0
A bandit approach to curriculum generation for automatic speech recognition0
Unsupervised Audio-Visual Subspace Alignment for High-Stakes Deception Detection0
Transfer Learning in Bandits with Latent Continuity0
Introduction to Neural Transfer Learning with Transformers for Social Science Text Analysis0
Deep CNNs for large scale species classification0
Detecting Bias in Transfer Learning Approaches for Text Classification0
Data Generation Using Pass-phrase-dependent Deep Auto-encoders for Text-Dependent Speaker Verification0
Scaling Laws for Transfer0
A Novel Transfer Learning-Based Approach for Screening Pre-existing Heart Diseases Using Synchronized ECG Signals and Heart Sounds0
Recurrent Neural Network for MoonBoard Climbing Route Classification and Generation0
Real-time detection of uncalibrated sensors using Neural Networks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2Unverified
2DFA-ENTAccuracy69.2Unverified
3DFA-SAFNAccuracy69.1Unverified
4EasyTLAccuracy63.3Unverified
5MEDAAccuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95Unverified