Aalto Robot Learning
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Residual Learning and Context Encoding for Adaptive Offline-to-Online Reinforcement Learning
Annual Conference on Learning for Dynamics and Control
2024
Mohammadreza Nakhaei
,
Aidan Scannell
,
Joni Pajarinen
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Code
Hybrid search for efficient planning with completeness guarantees
Advances in Neural Information Processing Systems
2023
Kalle Kujanpää
,
Joni Pajarinen
,
Alexander Ilin
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Code
Hierarchical Imitation Learning with Vector Quantized Models
International Conference on Machine Learning
2023
Kalle Kujanpää
,
Joni Pajarinen
,
Alexander Ilin
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Simplified Temporal Consistency Reinforcement Learning
International Conference on Machine Learning (ICML)
2023
Yi Zhao
,
Wenshuai Zhao
,
Rinu Boney
,
Juho Kannala
,
Joni Pajarinen
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Code
Nonlinear Model Learning for Compensation and Feedforward Control of Real-World Hydraulic Actuators Using Gaussian Processes
IEEE Robotics and Automation Letters
2022
Abdolreza Taheri
,
Pelle Gustafsson
,
Marcus Rösth
,
Reza Ghabcheloo
,
Joni Pajarinen
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Video
POMDP planning under object composition uncertainty: Application to robotic manipulation
IEEE Transactions on Robotics
2022
Joni Pajarinen
,
Jens Lundell
,
Ville Kyrki
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Curriculum reinforcement learning via constrained optimal transport
International Conference on Machine Learning (ICML)
2022
Pascal Klink
,
Haoyi Yang
,
Carlo D’Eramo
,
Joni Pajarinen
,
Jan Peters
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Code
Partially Observable Markov Decision Processes in Robotics: A Survey
IEEE Transactions on Robotics
2022
Mikko Lauri
,
David Hsu
,
Joni Pajarinen
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Boosted Curriculum Reinforcement Learning
International Conference on Learning Representations
2022
Pascal Klink
,
Carlo D'Eramo
,
Jan Peters
,
Joni Pajarinen
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Code
GPU-accelerated policy optimization via batch automatic differentiation of gaussian processes for real-world control
IEEE International Conference on Robotics and Automation
2022
Abdolreza Taheri
,
Joni Pajarinen
,
Reza Ghabcheloo
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