Konstantina Palla

According to our database, Konstantina Palla authored at least 15 papers between 2008 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Epistemic Uncertainty and Observation Noise with the Neural Tangent Kernel.

Sergio Calvo-Ordoñez, Konstantina Palla, Kamil Ciosek

CoRR, 2024

Position Paper: Bayesian Deep Learning in the Age of Large-Scale AI.

Theodore Papamarkou, Maria Skoularidou, Konstantina Palla, Laurence Aitchison, Julyan Arbel, David B. Dunson, Maurizio Filippone, Vincent Fortuin, Philipp Hennig, José Miguel Hernández-Lobato, Aliaksandr Hubin, Alexander Immer, Theofanis Karaletsos, Mohammad Emtiyaz Khan, Agustinus Kristiadi, Yingzhen Li, Stephan Mandt, Christopher Nemeth, Michael A. Osborne, Tim G. J. Rudner, David Rügamer, Yee Whye Teh, Max Welling, Andrew Gordon Wilson, Ruqi Zhang

CoRR, 2024

Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI.

Theodore Papamarkou, Maria Skoularidou, Konstantina Palla, Laurence Aitchison, Julyan Arbel, David B. Dunson, Maurizio Filippone, Vincent Fortuin, Philipp Hennig, José Miguel Hernández-Lobato, Aliaksandr Hubin, Alexander Immer, Theofanis Karaletsos, Mohammad Emtiyaz Khan, Agustinus Kristiadi, Yingzhen Li, Stephan Mandt, Christopher Nemeth, Michael A. Osborne, Tim G. J. Rudner, David Rügamer, Yee Whye Teh, Max Welling, Andrew Gordon Wilson, Ruqi Zhang

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Framing Machine Learning Opportunities for Hypotension Prediction in Perioperative Care: A Socio-technical Perspective: Socio-technical perspectives on hypotension prediction.

Pratik Ghosh, Karen L. Posner, Stephanie L. Hyland, Wil van Cleve, Melissa Bristow, Dustin R. Long, Konstantina Palla, Bala Nair, Christine Fong, Ronald Pauldine, Monica S. Vavilala, Kenton O'Hara

ACM Trans. Comput. Hum. Interact., October, 2023

Harmonizing Global Voices: Culturally-Aware Models for Enhanced Content Moderation.

Alex J. Chan, José Luis Redondo García, Fabrizio Silvestri, Colm O'Donnel, Konstantina Palla

CoRR, 2023

2022

Bayesian Nonparametrics for Sparse Dynamic Networks.

Cian Naik, François Caron, Judith Rousseau, Yee Whye Teh, Konstantina Palla

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

2019

EDDI: Efficient Dynamic Discovery of High-Value Information with Partial VAE.

Chao Ma, Sebastian Tschiatschek, Konstantina Palla, José Miguel Hernández-Lobato, Sebastian Nowozin, Cheng Zhang

Proceedings of the 36th International Conference on Machine Learning, 2019

2017

A Birth-Death Process for Feature Allocation.

Konstantina Palla, David A. Knowles, Zoubin Ghahramani

Proceedings of the 34th International Conference on Machine Learning, 2017

2016

Topic modelling of authentication events in an enterprise computer network.

Nick Heard, Konstantina Palla, Maria Skoularidou

Proceedings of the IEEE Conference on Intelligence and Security Informatics, 2016

2015

Relational Learning and Network Modelling Using Infinite Latent Attribute Models.

Konstantina Palla, David A. Knowles, Zoubin Ghahramani

IEEE Trans. Pattern Anal. Mach. Intell., 2015

2014

A reversible infinite HMM using normalised random measures.

David A. Knowles, Zoubin Ghahramani, Konstantina Palla

Proceedings of the 31th International Conference on Machine Learning, 2014

2013

SIGMa: simple greedy matching for aligning large knowledge bases.

Simon Lacoste-Julien, Konstantina Palla, Alex Davies, Gjergji Kasneci, Thore Graepel, Zoubin Ghahramani

Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

2012

A nonparametric variable clustering model.

David A. Knowles, Konstantina Palla, Zoubin Ghahramani

Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

An Infinite Latent Attribute Model for Network Data.

Konstantina Palla, David A. Knowles, Zoubin Ghahramani

Proceedings of the 29th International Conference on Machine Learning, 2012

2008

A Simulator for a Mobile Peer-to-Peer Database Environment.

Verena Kantere, Konstantina Palla, Kostas Patroumpas, Timos K. Sellis

Proceedings of the 9th International Conference on Mobile Data Management (MDM 2008), 2008