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Methodology
← Learning Paradigms
Machine Learning
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Learning Paradigms
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Transfer Learning
1113 directly classified papers
Papers per year
2003: 2
2005: 1
2006: 3
2007: 6
2008: 3
2009: 1
2010: 6
2011: 7
2012: 8
2013: 19
2014: 9
2015: 6
2016: 13
2017: 41
2018: 52
2019: 74
2020: 102
2021: 120
2022: 150
2023: 151
2024: 170
2025: 160
2026: 9
Papers
Robust Knowledge Transfer via Hybrid Forward on the Teacher-Student Model
AAAI 2021
A Mathematical Framework for Quantifying Transferability in Multi-source Transfer Learning
NIPS 2021
Hardness Sampling for Self-Training Based Transductive Zero-Shot Learning
CVPR 2021
Adaptive Risk Minimization: Learning to Adapt to Domain Shift
NIPS 2021
Near Lossless Transfer Learning for Spiking Neural Networks
AAAI 2021
A General Class of Transfer Learning Regression without Implementation Cost
AAAI 2021
Cycle Self-Training for Domain Adaptation
NIPS 2021
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?
CVPR 2021
Cross-Domain Gradient Discrepancy Minimization for Unsupervised Domain Adaptation
CVPR 2021
DARCNN: Domain Adaptive Region-Based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images
CVPR 2021
Steering a Historical Disease Forecasting Model Under a Pandemic: Case of Flu and COVID-19
AAAI 2021
Transfer Graph Neural Networks for Pandemic Forecasting
AAAI 2021
Learning to Pre-train Graph Neural Networks
AAAI 2021
Cross-Oilfield Reservoir Classification via Multi-Scale Sensor Knowledge Transfer
AAAI 2021
Generalising without Forgetting for Lifelong Person Re-Identification
AAAI 2021
UniT: Unified Knowledge Transfer for Any-Shot Object Detection and Segmentation
CVPR 2021
FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation
CVPR 2021
OTCE: A Transferability Metric for Cross-Domain Cross-Task Representations
CVPR 2021
Domain Adaptation With Auxiliary Target Domain-Oriented Classifier
CVPR 2021
Unsupervised Multi-Source Domain Adaptation Without Access to Source Data
CVPR 2021
Open-Vocabulary Object Detection Using Captions
CVPR 2021
Unsupervised Domain Adaptation in Cross-corpora Abusive Language Detection
NAACL 2021
Improving the Lexical Ability of Pretrained Language Models for Unsupervised Neural Machine Translation
NAACL 2021
One-pass Stochastic Gradient Descent in overparametrized two-layer neural networks
AISTATS 2021
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding
NAACL 2021
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