no code implementations • 31 Oct 2023 • Michal Lisicki, Mihai Nica, Graham W. Taylor
We introduce a novel approach for batch selection in Stochastic Gradient Descent (SGD) training, leveraging combinatorial bandit algorithms.
2 code implementations • 5 Nov 2021 • Michal Lisicki, Arash Afkanpour, Graham W. Taylor
We consider policies based on a GP and a Student's t-process (TP).
no code implementations • NeurIPS Workshop LMCA 2020 • Michal Lisicki, Arash Afkanpour, Graham W. Taylor
Neural combinatorial optimization (NCO) aims at designing problem-independent and efficient neural network-based strategies for solving combinatorial problems.
no code implementations • 3 Jul 2017 • Dhanesh Ramachandram, Michal Lisicki, Timothy J. Shields, Mohamed R. Amer, Graham W. Taylor
A popular testbed for deep learning has been multimodal recognition of human activity or gesture involving diverse inputs such as video, audio, skeletal pose and depth images.