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Lukasz Szpruch

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A Fisher-Rao gradient flow for entropy-regularised Markov decision processes in Polish spaces

Oct 04, 2023
Bekzhan Kerimkulov, James-Michael Leahy, David Siska, Lukasz Szpruch, Yufei Zhang

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The AI Revolution: Opportunities and Challenges for the Finance Sector

Aug 31, 2023
Carsten Maple, Lukasz Szpruch, Gregory Epiphaniou, Kalina Staykova, Simran Singh, William Penwarden, Yisi Wen, Zijian Wang, Jagdish Hariharan, Pavle Avramovic

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Insurance pricing on price comparison websites via reinforcement learning

Aug 14, 2023
Tanut Treetanthiploet, Yufei Zhang, Lukasz Szpruch, Isaac Bowers-Barnard, Henrietta Ridley, James Hickey, Chris Pearce

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TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data

Nov 12, 2022
Florimond Houssiau, James Jordon, Samuel N. Cohen, Owen Daniel, Andrew Elliott, James Geddes, Callum Mole, Camila Rangel-Smith, Lukasz Szpruch

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Optimal scheduling of entropy regulariser for continuous-time linear-quadratic reinforcement learning

Aug 11, 2022
Lukasz Szpruch, Tanut Treetanthiploet, Yufei Zhang

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Synthetic Data -- what, why and how?

May 06, 2022
James Jordon, Lukasz Szpruch, Florimond Houssiau, Mirko Bottarelli, Giovanni Cherubin, Carsten Maple, Samuel N. Cohen, Adrian Weller

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Convergence of policy gradient for entropy regularized MDPs with neural network approximation in the mean-field regime

Jan 18, 2022
Bekzhan Kerimkulov, James-Michael Leahy, David Šiška, Lukasz Szpruch

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Exploration-exploitation trade-off for continuous-time episodic reinforcement learning with linear-convex models

Dec 19, 2021
Lukasz Szpruch, Tanut Treetanthiploet, Yufei Zhang

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Sig-Wasserstein GANs for Time Series Generation

Nov 01, 2021
Hao Ni, Lukasz Szpruch, Marc Sabate-Vidales, Baoren Xiao, Magnus Wiese, Shujian Liao

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Identifiability in inverse reinforcement learning

Jun 07, 2021
Haoyang Cao, Samuel N. Cohen, Lukasz Szpruch

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