George Atia

5 papers · 2017–2023 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird

Venues

AAAI (2) ICML (2) IJCAI (1)

Top co-authors

Alvaro Velasquez (3) Andre Beckus (2) Ismail Alkhouri (2) Mostafa Rahmani (2) Ashley Prater-Bennette (1) Brett Bissey (1) Yue Wang (1) Shaofeng Zou (1) Lior Barak (1) Daniel Melcer (1)

Research topics

Machine Learning (4) Reinforcement Learning (3) Learning Types · Machine Learning (3) Methods (3) Artificial Intelligence (2) Mathematics & Optimization (2) Core AI (2) Core Methods (2) Optimization (2) Optimization & Theory (2) Deep Learning (1) Applications (1) Learning Types · Deep Learning (1)

Keywords

subspace clustering (1) spectral clustering (1) transfer learning (1) outlier detection (1) discount factor (1) bellman equation (1) dynamic programming (1) value iteration (1) linear programming (1) robust principal component analysis (1) stationary distribution (1) monte carlo tree search (1) subspace recovery (1) robust dynamic programming (1) robust markov decision process (1) average reward (1) sparse reward (1) reward shaping (1) formal specification (1) linear program (1)

Papers

Robust Average-Reward Markov Decision Processes AAAI 2023 Dynamic Automaton-Guided Reward Shaping for Monte Carlo Tree Search AAAI 2021 Steady-State Policy Synthesis in Multichain Markov Decision Processes IJCAI 2020 Coherence Pursuit: Fast, Simple, and Robust Subspace Recovery ICML 2017 Innovation Pursuit: A New Approach to the Subspace Clustering Problem ICML 2017