Petra Poklukar

Orcid: 0000-0001-6920-5109

According to our database1, Petra Poklukar authored at least 16 papers between 2019 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Links

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Bibliography

2023
Enabling Visual Action Planning for Object Manipulation Through Latent Space Roadmap.
IEEE Trans. Robotics, February, 2023

2022
Learning and Evaluating the Geometric Structure of Representation Spaces.
PhD thesis, 2022

Training and Evaluation of Deep Policies Using Reinforcement Learning and Generative Models.
J. Mach. Learn. Res., 2022

Delaunay Component Analysis for Evaluation of Data Representations.
CoRR, 2022

GraphDCA - a Framework for Node Distribution Comparison in Real and Synthetic Graphs.
CoRR, 2022

GMC - Geometric Multimodal Contrastive Representation Learning.
CoRR, 2022

Augment-Connect-Explore: a Paradigm for Visual Action Planning with Data Scarcity.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2022

Geometric Multimodal Contrastive Representation Learning.
Proceedings of the International Conference on Machine Learning, 2022

Delaunay Component Analysis for Evaluation of Data Representations.
Proceedings of the Tenth International Conference on Learning Representations, 2022

2021
Batch Curation for Unsupervised Contrastive Representation Learning.
CoRR, 2021

Enabling Visual Action Planning for Object Manipulation through Latent Space Roadmap.
CoRR, 2021

Bayesian Meta-Learning for Few-Shot Policy Adaptation Across Robotic Platforms.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2021

GeomCA: Geometric Evaluation of Data Representations.
Proceedings of the 38th International Conference on Machine Learning, 2021

2020
Data-efficient visuomotor policy training using reinforcement learning and generative models.
CoRR, 2020

Latent Space Roadmap for Visual Action Planning of Deformable and Rigid Object Manipulation.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2020

2019
Modeling assumptions and evaluation schemes: On the assessment of deep latent variable models.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019


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