Search Results - "Sheikh, Hassam Ullah"

Multi-Agent Reinforcement Learning for Problems with Combined Individual and Team Reward by Sheikh, Hassam Ullah, Boloni, Ladislau

“…Many cooperative multi-agent problems require agents to learn individual tasks while contributing to the collective success of the group. This is a challenging…”
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Preventing Value Function Collapse in Ensemble {Q}-Learning by Maximizing Representation Diversity by Sheikh, Hassam Ullah, Bölöni, Ladislau

“…The classic DQN algorithm is limited by the overestimation bias of the learned Q-function. Subsequent algorithms have proposed techniques to reduce this…”
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Multi-Agent Reinforcement Learning for Problems with Combined Individual and Team Reward by Sheikh, Hassam Ullah, Bölöni, Ladislau

“…Many cooperative multi-agent problems require agents to learn individual tasks while contributing to the collective success of the group. This is a challenging…”
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Universal Policies to Learn Them All by Sheikh, Hassam Ullah, Bölöni, Ladislau

“…We explore a collaborative and cooperative multi-agent reinforcement learning setting where a team of reinforcement learning agents attempt to solve a single…”
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The Emergence of Complex Bodyguard Behavior Through Multi-Agent Reinforcement Learning by Sheikh, Hassam Ullah, Bölöni, Ladislau

“…In this paper we are considering a scenario where a team of robot bodyguards are providing physical protection to a VIP in a crowded public space. We show that…”
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Designing a Multi-Objective Reward Function for Creating Teams of Robotic Bodyguards Using Deep Reinforcement Learning by Sheikh, Hassam Ullah, Bölöni, Ladislau

“…We are considering a scenario where a team of bodyguard robots provides physical protection to a VIP in a crowded public space. We use deep reinforcement…”
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Learning Distributed Cooperative Policies for Security Games via Deep Reinforcement Learning by Sheikh, Hassam Ullah, Razghandi, Mina, Boloni, Ladislau

“…A rich amount of literature is available for solving the problem of finding equilibrium strategies in two-player security games that harness the power of…”
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Emergence of Scenario-Appropriate Collaborative Behaviors for Teams of Robotic Bodyguards by Sheikh, Hassam Ullah, Boloni, Ladislau

“…We are considering the problem of controlling a team of robotic bodyguards protecting a VIP from physical assault in the presence of neutral and/or adversarial…”
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Learning Intrinsic Symbolic Rewards in Reinforcement Learning by Sheikh, Hassam Ullah, Khadka, Shauharda, Miret, Santiago, Majumdar, Somdeb, Phielipp, Mariano

“…Learning effective policies for sparse objectives is a key challenge in Deep Reinforcement Learning (RL). A common approach is to design task-related dense…”
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Automatic Feature Extraction, Categorization and Detection of Malicious Code in Android Applications by Qadir, Muhammad Zuhair, Jilani, Atif Nisar, Sheikh, Hassam Ullah

“…International Journal of Information and Network Security (IJINS) 2014 Since Android has become a popular software platform for mobile devices recently; they…”
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