Nicklas Hansen

Orcid: 0000-0001-9897-4003

Affiliations:
  • University of California, San Diego, CA, USA


According to our database1, Nicklas Hansen authored at least 22 papers between 2020 and 2024.

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Bibliography

2024
A Simulation Benchmark for Autonomous Racing with Large-Scale Human Data.
CoRR, 2024

PWM: Policy Learning with Large World Models.
CoRR, 2024

Hierarchical World Models as Visual Whole-Body Humanoid Controllers.
CoRR, 2024

A Recipe for Unbounded Data Augmentation in Visual Reinforcement Learning.
Proceedings of the 1st Reinforcement Learning Conference, 2024

Open X-Embodiment: Robotic Learning Datasets and RT-X Models : Open X-Embodiment Collaboration.
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Proceedings of the IEEE International Conference on Robotics and Automation, 2024

MoDem-V2: Visuo-Motor World Models for Real-World Robot Manipulation.
Proceedings of the IEEE International Conference on Robotics and Automation, 2024

TD-MPC2: Scalable, Robust World Models for Continuous Control.
Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023
Visual Reinforcement Learning With Self-Supervised 3D Representations.
IEEE Robotics Autom. Lett., May, 2023

On Pre-Training for Visuo-Motor Control: Revisiting a Learning-from-Scratch Baseline.
Proceedings of the International Conference on Machine Learning, 2023

On the Feasibility of Cross-Task Transfer with Model-Based Reinforcement Learning.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

MoDem: Accelerating Visual Model-Based Reinforcement Learning with Demonstrations.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

GNFactor: Multi-Task Real Robot Learning with Generalizable Neural Feature Fields.
Proceedings of the Conference on Robot Learning, 2023

Finetuning Offline World Models in the Real World.
Proceedings of the Conference on Robot Learning, 2023

2022
Look Closer: Bridging Egocentric and Third-Person Views With Transformers for Robotic Manipulation.
IEEE Robotics Autom. Lett., 2022

Inverse Reinforcement Learning from Diverse Third-Person Videos via Graph Abstraction.
CoRR, 2022

Temporal Difference Learning for Model Predictive Control.
Proceedings of the International Conference on Machine Learning, 2022

Learning Vision-Guided Quadrupedal Locomotion End-to-End with Cross-Modal Transformers.
Proceedings of the Tenth International Conference on Learning Representations, 2022

Graph Inverse Reinforcement Learning from Diverse Videos.
Proceedings of the Conference on Robot Learning, 2022

2021
Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Generalization in Reinforcement Learning by Soft Data Augmentation.
Proceedings of the IEEE International Conference on Robotics and Automation, 2021

Self-Supervised Policy Adaptation during Deployment.
Proceedings of the 9th International Conference on Learning Representations, 2021

2020
Self-Supervised Policy Adaptation during Deployment.
CoRR, 2020


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