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Philip J. Ball
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Active inference: demystified and compared
N Sajid, PJ Ball, T Parr, KJ Friston
Neural Computation 33 (3), 2021
156*2021
Efficient Online Reinforcement Learning with Offline Data
PJ Ball*, L Smith*, I Kostrikov*, S Levine
ICML 2023, 2023
712023
The sensitivity of counterfactual fairness to unmeasured confounding
N Kilbertus, PJ Ball, MJ Kusner, A Weller, R Silva
UAI 2019, 2019
642019
Revisiting Design Choices in Model-Based Offline Reinforcement Learning
C Lu*, PJ Ball*, J Parker-Holder, MA Osborne, SJ Roberts
ICLR 2022 (Spotlight), 2022
54*2022
Ready policy one: World building through active learning
P Ball*, J Parker-Holder*, A Pacchiano, K Choromanski, S Roberts
ICML 2020, 2020
532020
Same State, Different Task: Continual Reinforcement Learning without Interference
S Kessler, J Parker-Holder, P Ball, S Zohren, SJ Roberts
AAAI-22, 2022
412022
Towards Tractable Optimism in Model-Based Reinforcement Learning
A Pacchiano*, P Ball*, J Parker-Holder*, K Choromanski, S Roberts
UAI 2021, 2021
40*2021
Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations
C Lu*, PJ Ball*, TGJ Rudner, J Parker-Holder, MA Osborne, YW Teh
TMLR, 2023
372023
Augmented World Models Facilitate Zero-Shot Dynamics Generalization From a Single Offline Environment
PJ Ball*, C Lu*, J Parker-Holder, S Roberts
ICML 2021, 2021
322021
Synthetic Experience Replay
C Lu*, PJ Ball*, J Parker-Holder
NeurIPS 2023, 2023
312023
Stabilizing Off-Policy Deep Reinforcement Learning from Pixels
E Cetin*, PJ Ball*, S Roberts, O Celiktutan
ICML 2022, 2022
272022
Bayesian Generational Population-Based Training
X Wan, C Lu, J Parker-Holder, PJ Ball, V Nguyen, B Ru, M Osborne
First Conference on Automated Machine Learning (Main Track), 2022
202022
Learning General World Models in a Handful of Reward-Free Deployments
Y Xu*, J Parker-Holder*, A Pacchiano*, PJ Ball*, O Rybkin, SJ Roberts, ...
NeurIPS 2022, 2022
82022
UNCLEAR: A Straightforward Method for Continual Reinforcement Learning
S Kessler, J Parker-Holder, P Ball, S Zohren, SJ Roberts
ICML 2020 Workshop on Continual Learning, 2020
62020
OffCon: What is state of the art anyway?
PJ Ball, SJ Roberts
arXiv preprint arXiv:2101.11331, 2021
52021
A Study on Efficiency in Continual Learning Inspired by Human Learning
PJ Ball, Y Li, A Lamb, C Zhang
NeurIPS 2020 BabyMind Workshop, 2020
22020
Fairness in Machine Learning with Causal Reasoning
P Ball
MPhil Thesis, 2018
12018
Effective offline training and efficient online adaptation
P Ball
University of Oxford, 2023
2023
D5RL: Diverse Datasets for Data-Driven Deep Reinforcement Learning
R Rafailov, KB Hatch, A Singh, A Kumar, L Smith, I Kostrikov, ...
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Articles 1–19