Maciej Wolczyk

Orcid: 0000-0002-3933-9971

According to our database1, Maciej Wolczyk authored at least 21 papers between 2019 and 2024.

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Bibliography

2024
Fine-tuning Reinforcement Learning Models is Secretly a Forgetting Mitigation Problem.
CoRR, 2024

2023
Zero time waste in pre-trained early exit neural networks.
Neural Networks, November, 2023

Discovering modular solutions that generalize compositionally.
CoRR, 2023

Hebbian Continual Representation Learning.
Proceedings of the 56th Hawaii International Conference on System Sciences, 2023

The Effectiveness of World Models for Continual Reinforcement Learning.
Proceedings of the Conference on Lifelong Learning Agents, 2023

2022
On the Relationship Between Disentanglement and Multi-task Learning.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Disentangling Transfer in Continual Reinforcement Learning.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

SafetyNet: Safe Planning for Real-World Self-Driving Vehicles Using Machine-Learned Policies.
Proceedings of the 2022 International Conference on Robotics and Automation, 2022

Continual Learning with Guarantees via Weight Interval Constraints.
Proceedings of the International Conference on Machine Learning, 2022

PluGeN: Multi-Label Conditional Generation from Pre-trained Models.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
SeGMA: Semi-Supervised Gaussian Mixture Autoencoder.
IEEE Trans. Neural Networks Learn. Syst., 2021

SafetyNet: Safe planning for real-world self-driving vehicles using machine-learned policies.
CoRR, 2021

Continual World: A Robotic Benchmark For Continual Reinforcement Learning.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Zero Time Waste: Recycling Predictions in Early Exit Neural Networks.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Urban Driver: Learning to Drive from Real-world Demonstrations Using Policy Gradients.
Proceedings of the Conference on Robot Learning, 8-11 November 2021, London, UK., 2021

Remember More by Recalling Less: Investigating the Role of Batch Size in Continual Learning with Experience Replay (Student Abstract).
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020
Finding the Optimal Network Depth in Classification Tasks.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2020

2019
Biologically-Inspired Spatial Neural Networks.
CoRR, 2019

SeGMA: Semi-Supervised Gaussian Mixture Auto-Encoder.
CoRR, 2019

Multi-task hypernetworks.
CoRR, 2019

Hypernetwork Functional Image Representation.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2019 - 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17-19, 2019, Proceedings, 2019


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