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Zohren, Stefan
6 publications
ICML
2025
LOB-Bench: Benchmarking Generative AI for Finance - An Application to Limit Order Book Data
Peer Nagy
,
Sascha Yves Frey
,
Kang Li
,
Bidipta Sarkar
,
Svitlana Vyetrenko
,
Stefan Zohren
,
Ani Calinescu
,
Jakob Nicolaus Foerster
AAAI
2025
Unlocking the Power of LSTM for Long Term Time Series Forecasting
Yaxuan Kong
,
Zepu Wang
,
Yuqi Nie
,
Tian Zhou
,
Stefan Zohren
,
Yuxuan Liang
,
Peng Sun
,
Qingsong Wen
JMLR
2022
Learning Rates as a Function of Batch Size: A Random Matrix Theory Approach to Neural Network Training
Diego Granziol
,
Stefan Zohren
,
Stephen Roberts
AAAI
2022
Same State, Different Task: Continual Reinforcement Learning Without Interference
Samuel Kessler
,
Jack Parker-Holder
,
Philip J. Ball
,
Stefan Zohren
,
Stephen J. Roberts
UAI
2021
Hierarchical Indian Buffet Neural Networks for Bayesian Continual Learning
Samuel Kessler
,
Vu Nguyen
,
Stefan Zohren
,
Stephen J. Roberts
ICLR
2020
Towards Understanding the True Loss Surface of Deep Neural Networks Using Random Matrix Theory and Iterative Spectral Methods
Diego Granziol
,
Timur Garipov
,
Dmitry Vetrov
,
Stefan Zohren
,
Stephen Roberts
,
Andrew Gordon Wilson