Transferability Metrics

Transferability Metrics is a quantitative evaluation framework that measures the effectiveness of knowledge transfer from a source task to a target task in transfer learning by assessing performance gains, feature reuse, or representation similarity across domains.

Publications

3.2K

Citations

192

Authors

Institutions

Publications per year

2017–2026

Parents

Transfer Learning

Publications

Are niche‐based species distribution models transferable in space?

Christophe F. Randin, Thomas Dirnböck, Stefan Dullinger et al. · Journal of Biogeography · 2006 · 769 citations

Natural Resources, Ecology, Landscape Ecology +15

How Transferable are Neural Networks in NLP Applications?

Lili Mou, Meng Zhao, Rui Yan et al. · 2016 · 269 citations · Full text

Computing, Computer Science, Artificial Intelligence +15

Where and How to Transfer: Knowledge Aggregation-Induced Transferability Perception for Unsupervised Domain Adaptation

Jiahua Dong, Yang Cong, Gan Sun et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2021 · 146 citations

Computing, Computer Science, Knowledge Representation +13

Exploring and Predicting Transferability across NLP Tasks

Tu Vu, Tong Wang, Tsendsuren Munkhdalai et al. · 2020 · 105 citations · Full text

Computing, Computer Science, Computational Linguistics +14

An Information-Theoretic Approach to Transferability in Task Transfer Learning

Yajie Bao, Yang Li, Shao‐Lun Huang et al. · 2019 · 102 citations

Computing, Computer Science, Computer Vision +12

1–5 of 57

Authors

192

AT
Adam Trischler
Microsoft (United States), United States
2 publications · 116 citations
2
h-index
TM
Tsendsuren Munkhdalai
Chungbuk National University, South Korea
2 publications · 116 citations
2
h-index
DT
Dacheng Tao
The University of Sydney, Australia
2 publications · 31 citations
2
h-index
TV
Tu Vu
University of Massachusetts Amherst, United States
2 publications · 116 citations
2
h-index
BD
Bo Du
Wuhan University, China
2 publications · 31 citations
2
h-index

1–5 of 192

Institutions

1–8 of 77

Venues

arXiv (Cornell University)
Repository · 9 publications · 451 citations
9
h-index
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Conference · 3 publications · 95 citations
3
h-index
Knowledge-Based Systems
1 publications · 18 citations
2
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 2 publications · 184 citations
2
h-index
Neurocomputing
1 publications · 22 citations
1
h-index

1–5