Joshua Romoff
Joshua Romoff
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Hybrid reward architecture for reinforcement learning
H Van Seijen, M Fatemi, J Romoff, R Laroche, T Barnes, J Tsang
arXiv preprint arXiv:1706.04208, 2017
Tarmac: Targeted multi-agent communication
A Das, T Gervet, J Romoff, D Batra, D Parikh, M Rabbat, J Pineau
International Conference on Machine Learning, 1538-1546, 2019
Towards the systematic reporting of the energy and carbon footprints of machine learning
P Henderson, J Hu, J Romoff, E Brunskill, D Jurafsky, J Pineau
Journal of Machine Learning Research 21 (248), 1-43, 2020
Reward estimation for variance reduction in deep reinforcement learning
J Romoff, P Henderson, A Piché, V Francois-Lavet, J Pineau
arXiv preprint arXiv:1805.03359, 2018
Randomized value functions via multiplicative normalizing flows
A Touati, H Satija, J Romoff, J Pineau, P Vincent
Uncertainty in Artificial Intelligence, 422-432, 2020
Where did my optimum go?: An empirical analysis of gradient descent optimization in policy gradient methods
P Henderson, J Romoff, J Pineau
arXiv preprint arXiv:1810.02525, 2018
Multi-advisor reinforcement learning
R Laroche, M Fatemi, J Romoff, H van Seijen
arXiv preprint arXiv:1704.00756, 2017
Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning
M Assran, J Romoff, N Ballas, J Pineau, M Rabbat
Advances in Neural Information Processing Systems, 13299-13309, 2019
Separation of concerns in reinforcement learning
H van Seijen, M Fatemi, J Romoff, R Laroche
arXiv preprint arXiv:1612.05159, 2016
Separating value functions across time-scales
J Romoff, P Henderson, A Touati, E Brunskill, J Pineau, Y Ollivier
International Conference on Machine Learning, 5468-5477, 2019
Deep conditional multi-task learning in atari
J Romoff, E Bengio, J Pineau
Proc. ICML 48, 1-5, 2016
Deep reinforcement learning for navigation in aaa video games
E Alonso, M Peter, D Goumard, J Romoff
arXiv preprint arXiv:2011.04764, 2020
TDprop: Does Adaptive Optimization With Jacobi Preconditioning Help Temporal Difference Learning?
J Romoff, P Henderson, D Kanaa, E Bengio, A Touati, PL Bacon, J Pineau
Proceedings of the 20th International Conference on Autonomous Agents and …, 2021
Decomposing the Bellman Equation in Reinforcement Learning
J Romoff
McGill University (Canada), 2021
About the attractor phenomenon in decomposed reinforcement learning
R Laroche, M Fatemi, J Romoff, H van Seijen
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