Martin Müller

11 papers · 2013–2024 · 5 venues · across top CS/AI venues

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Achievements

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

🏆 Keyword Champion (2) 📈 Trend Setter 🚀 Conference Pioneer 💎 Century Club · Bronze 🗃️ Keyword Collector (50)

Venues

IJCAI (6) NeurIPS (2) AAAI (1) ALT (1) ICLR (1)

Top co-authors

Chenjun Xiao (4) Chao Gao (4) Hongming Zhang (3) Ryan Hayward (3) Ruitong Huang (3) Bo Xu (2) Han Wang (2) Jincheng Mei (2) Ting-Han Wei (2) Dale Schuurmans (2)

Research topics

Artificial Intelligence (7) Core AI (7) Machine Learning (6) Optimization & Theory (5) Reinforcement Learning (4) Methods (4) Deep Learning (3) Learning Types · Machine Learning (3) Applications (2) Architectures (2) Learning Types · Deep Learning (1)

Keywords

monte carlo tree search (4) proof number search (2) sample efficiency (2) markov decision process (2) decision making (1) sequential decision making (1) robust optimization (1) model uncertainty (1) maximum entropy (1) heuristic search (1) bellman equation (1) dynamic programming (1) online planning (1) sequential decision (1) game tree search (1) policy improvement (1) mirror descent (1) best arm identification (1) sample complexity (1) policy optimization (1)

Papers

Expected Work Search: Combining Win Rate and Proof Size Estimation IJCAI 2024 Exploiting the Replay Memory Before Exploring the Environment: Enhancing Reinforcement Learning Through Empirical MDP Iteration NeurIPS 2024 Monte Carlo Tree Search in the Presence of Transition Uncertainty AAAI 2024 Replay Memory as An Empirical MDP: Combining Conservative Estimation with Experience Replay ICLR 2023 Maximum Entropy Monte-Carlo Planning NeurIPS 2019 On Principled Entropy Exploration in Policy Optimization IJCAI 2019 Three-Head Neural Network Architecture for Monte Carlo Tree Search IJCAI 2018 Additive Merge-and-Shrink Heuristics for Diverse Action Costs IJCAI 2017 Focused Depth-first Proof Number Search using Convolutional Neural Networks for the Game of Hex IJCAI 2017 Structured Best Arm Identification with Fixed Confidence ALT 2017 Towards a Second Generation Random Walk Planner: An Experimental Exploration IJCAI 2013