Publications by Hadi Nekoei

Hadi Nekoei

Research Areas: Multi-agent RL, Model-based RL, Lifelong Learning, Generalization in RL

Activity

Towards Few-shot Coordination: Revisiting Ad-hoc Teamplay Challenge In the Game of Hanabi
Hadi Nekoei, Xutong Zhao, Janarthanan Rajendran, Miao Liu, and Sarath Chandar
Conference on Lifelong Learning Agents (CoLLAs), 2023.
#RL
[paper]
Dealing With Non-stationarity in Decentralized Cooperative Multi-Agent Deep Reinforcement Learning via Multi-Timescale Learning
Hadi Nekoei, Akilesh Badrinaaraayanan, Amit Sinha, Mohammad Amini, Janarthanan Rajendran, Aditya Mahajan, and Sarath Chandar
Conference on Lifelong Learning Agents (CoLLAs), 2023.
#RL
[arXiv]
Multi-Agent Reinforcement Learning for Fast-Timescale Demand Response of Residential Loads
Vincent Mai, Philippe Maisonneuve, Tianyu Zhang, Hadi Nekoei, Liam Paull, and Antoine Lesage-Landry
International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2023.
#RL
[arXiv]
DEUP: Direct Epistemic Uncertainty Prediction
Moksh Jain, Salem Lahlou, Hadi Nekoei, Victor Butoi, Paul Bertin, Jarrid Rector-Brooks, Maksym Korablyov, and Yoshua Bengio
Transactions on Machine Learning Research (TMLR), 2023.
#DL
[arXiv], [code]

Continuous Coordination As a Realistic Scenario for Lifelong Learning
Hadi Nekoei, Akilesh Badrinaaraayanan, Aaron Courville, and Sarath Chandar
International Conference on Machine Learning (ICML), 2021.
#RL
[arXiv], [code]

The LoCA Regret: A Consistent Metric to Evaluate Model-Based Behavior in Reinforcement Learning
Harm van Seijen, Hadi Nekoei, Evan Racah, and Sarath Chandar
Neural Information Processing Systems (NeurIPS), 2020.
#RL
[arXiv], [code]