Eleni Triantafillou

DeepMind (United Kingdom) — United Kingdom

Computer Science · Physical Sciences

9h-index1.5kcitations19works8.72yr avg
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Research Topics

Domain Adaptation and Few-Shot Learning(10), Machine Learning and Data Classification(5), Multimodal Machine Learning Applications(4), Topic Modeling(3), Formal Methods in Verification(2)

Publications19 total

Improved Localized Machine Unlearning Through the Lens of Memorization
arXiv (Cornell University)·2024Open Access
Birds, bats and beyond: evaluating generalization in bioacoustics models
Frontiers in Bird Science·2024· 26 citedOpen Access
Data Selection for Transfer Unlearning
arXiv (Cornell University)·2024Open Access
BIRB: A Generalization Benchmark for Information Retrieval in Bioacoustics
arXiv (Cornell University)·2023· 5 citedOpen Access
Learning a Universal Template for Few-shot Dataset Generalization
arXiv (Cornell University)·2021· 9 citedOpen Access
Learning Flexible Classifiers with Shot-CONditional Episodic (SCONE) Training
2021· 1 cited
Exploring representation learning for flexible few-shot tasks
2021
Flexible Few-Shot Learning with Contextual Similarity.
arXiv (Cornell University)·2020· 2 citedOpen Access
Few-Shot Attribute Learning.
arXiv (Cornell University)·2020Open Access
Out-of-distribution Detection in Few-shot Classification
2019· 3 cited
Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples
arXiv (Cornell University)·2019· 73 citedOpen Access
Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few\n Examples
arXiv (Cornell University)·2019· 282 citedOpen Access
Meta-Learning for Semi-Supervised Few-Shot Classification
arXiv (Cornell University)·2018· 726 citedOpen Access
Meta-Learning for Semi-Supervised Few-Shot Classification
arXiv (Cornell University)·2018· 203 citedOpen Access
Few-Shot Learning Through an Information Retrieval Lens
arXiv (Cornell University)·2017· 66 citedOpen Access
Non-Deterministic Planning with Temporally Extended Goals: LTL over Finite and Infinite Traces
Proceedings of the AAAI Conference on Artificial Intelligence·2017· 74 citedOpen Access
Towards Generalizable Sentence Embeddings
2016· 12 citedOpen Access
Non-Deterministic Planning with Temporally Extended Goals: Completing the Story for Finite and Infinite LTL (Amended Version).
International Joint Conference on Artificial Intelligence·2016· 2 cited
Region-based color image indexing and retrieval
2002· 22 cited

Frequent Co-authors

Richard S. Zemel(10), Vincent Dumoulin(7), Hugo Larochelle(6), Mengye Ren(5), Jake Snell(5), Kevin Swersky(4), Kuan-Chieh Wang(4), James Lucas(3), Xaq Pitkow(3), Andreas S. Tolias(3), Sachin Ravi(2), Tyler Zhu(2), Pascal Lamblin(2), Utku Evci(2), Kelvin Xu(2), Ross Goroshin(2), Carles Gelada(2), Pierre-Antoine Manzagol(2), Alberto Rivas(2), Christian Muise(2)