Anastasia Pentina
Lampert Group
7 Publications
2017 | Published | Conference Paper | IST-REx-ID: 999 |
Multi-task learning with labeled and unlabeled tasks
A. Pentina, C. Lampert, in:, ML Research Press, 2017, pp. 2807–2816.
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A. Pentina, C. Lampert, in:, ML Research Press, 2017, pp. 2807–2816.
2016 | Published | Conference Paper | IST-REx-ID: 1098 |
Lifelong learning with weighted majority votes
A. Pentina, R. Urner, in:, Neural Information Processing Systems, 2016, pp. 3619–3627.
[Published Version]
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A. Pentina, R. Urner, in:, Neural Information Processing Systems, 2016, pp. 3619–3627.
2016 | Published | Thesis | IST-REx-ID: 1126 |
Theoretical foundations of multi-task lifelong learning
A. Pentina, Theoretical Foundations of Multi-Task Lifelong Learning, Institute of Science and Technology Austria, 2016.
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A. Pentina, Theoretical Foundations of Multi-Task Lifelong Learning, Institute of Science and Technology Austria, 2016.
2015 | Published | Conference Paper | IST-REx-ID: 1425 |
Lifelong learning with non-i.i.d. tasks
A. Pentina, C. Lampert, in:, Neural Information Processing Systems, 2015, pp. 1540–1548.
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A. Pentina, C. Lampert, in:, Neural Information Processing Systems, 2015, pp. 1540–1548.
2015 | Published | Conference Paper | IST-REx-ID: 1706 |
Multi-task and lifelong learning of kernels
A. Pentina, S. Ben David, in:, Springer, 2015, pp. 194–208.
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A. Pentina, S. Ben David, in:, Springer, 2015, pp. 194–208.
2015 | Published | Conference Paper | IST-REx-ID: 1857 |
Curriculum learning of multiple tasks
A. Pentina, V. Sharmanska, C. Lampert, in:, IEEE, 2015, pp. 5492–5500.
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A. Pentina, V. Sharmanska, C. Lampert, in:, IEEE, 2015, pp. 5492–5500.
2014 | Published | Conference Paper | IST-REx-ID: 2160 |
A PAC-Bayesian bound for Lifelong Learning
A. Pentina, C. Lampert, in:, ML Research Press, 2014, pp. 991–999.
[Submitted Version]
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| Download Submitted Version (ext.)
A. Pentina, C. Lampert, in:, ML Research Press, 2014, pp. 991–999.
Grants
7 Publications
2017 | Published | Conference Paper | IST-REx-ID: 999 |
Multi-task learning with labeled and unlabeled tasks
A. Pentina, C. Lampert, in:, ML Research Press, 2017, pp. 2807–2816.
[Submitted Version]
View
| Download Submitted Version (ext.)
| WoS
A. Pentina, C. Lampert, in:, ML Research Press, 2017, pp. 2807–2816.
2016 | Published | Conference Paper | IST-REx-ID: 1098 |
Lifelong learning with weighted majority votes
A. Pentina, R. Urner, in:, Neural Information Processing Systems, 2016, pp. 3619–3627.
[Published Version]
View
| Files available
A. Pentina, R. Urner, in:, Neural Information Processing Systems, 2016, pp. 3619–3627.
2016 | Published | Thesis | IST-REx-ID: 1126 |
Theoretical foundations of multi-task lifelong learning
A. Pentina, Theoretical Foundations of Multi-Task Lifelong Learning, Institute of Science and Technology Austria, 2016.
[Published Version]
View
| Files available
| DOI
A. Pentina, Theoretical Foundations of Multi-Task Lifelong Learning, Institute of Science and Technology Austria, 2016.
2015 | Published | Conference Paper | IST-REx-ID: 1425 |
Lifelong learning with non-i.i.d. tasks
A. Pentina, C. Lampert, in:, Neural Information Processing Systems, 2015, pp. 1540–1548.
View
| Download None (ext.)
A. Pentina, C. Lampert, in:, Neural Information Processing Systems, 2015, pp. 1540–1548.
2015 | Published | Conference Paper | IST-REx-ID: 1706 |
Multi-task and lifelong learning of kernels
A. Pentina, S. Ben David, in:, Springer, 2015, pp. 194–208.
[Preprint]
View
| DOI
| Download Preprint (ext.)
A. Pentina, S. Ben David, in:, Springer, 2015, pp. 194–208.
2015 | Published | Conference Paper | IST-REx-ID: 1857 |
Curriculum learning of multiple tasks
A. Pentina, V. Sharmanska, C. Lampert, in:, IEEE, 2015, pp. 5492–5500.
[Preprint]
View
| DOI
| Download Preprint (ext.)
A. Pentina, V. Sharmanska, C. Lampert, in:, IEEE, 2015, pp. 5492–5500.
2014 | Published | Conference Paper | IST-REx-ID: 2160 |
A PAC-Bayesian bound for Lifelong Learning
A. Pentina, C. Lampert, in:, ML Research Press, 2014, pp. 991–999.
[Submitted Version]
View
| Download Submitted Version (ext.)
A. Pentina, C. Lampert, in:, ML Research Press, 2014, pp. 991–999.