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Umer Siddique

2 papers · 2020–2021 · 1 venue · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌉 Interdisciplinary Bridge · Bronze

Venues

ICML (2)

Top co-authors

Paul Weng (2) Matthieu Zimmer (2) Claire Glanois (1)

Research topics

Artificial Intelligence (2) Reinforcement Learning (2) Core AI (2) Methods (2) Machine Learning (1) Application Areas (1) Learning Types (1)

Keywords

fair policy (2) multi-agent reinforcement learning (1) policy gradient (1) policy learning (1) reward function (1) multi-objective optimization (1) discounted reward (1) average reward (1) multi-objective reinforcement learning (1) fairness constraint (1) equitable treatment (1) welfare function (1) deep reinforcement learning (1) decentralized cooperative learning (1)

Papers

Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning ICML 2021 Learning Fair Policies in Multi-Objective (Deep) Reinforcement Learning with Average and Discounted Rewards ICML 2020