Martin Müller

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

Achievements

🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (5) 🗺️ Taxonomy Completionist (11) 🌍 Conference Polyglot (5) 🏃 Academic Marathon (11) 💎 Century Club (11) 🚀 Conference Pioneer

Conferences

IJCAI (6) NIPS (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)

Keywords

monte carlo tree search (3) proof number search (2) robust optimization (1) maximum entropy (1) decision making (1) sequential decision making (1) heuristic search (1) mirror descent (1) model uncertainty (1) markov decision process (1) bellman equation (1) online planning (1) sequential decision (1) policy improvement (1) game tree search (1) sample complexity (1) monte-carlo tree search (1) best arm identification (1) policy optimization (1) sample efficiency (1)

Papers

Exploiting the Replay Memory Before Exploring the Environment: Enhancing Reinforcement Learning Through Empirical MDP Iteration NIPS 2024

Monte Carlo Tree Search in the Presence of Transition Uncertainty AAAI 2024

Expected Work Search: Combining Win Rate and Proof Size Estimation IJCAI 2024

Replay Memory as An Empirical MDP: Combining Conservative Estimation with Experience Replay ICLR 2023

Maximum Entropy Monte-Carlo Planning NIPS 2019

On Principled Entropy Exploration in Policy Optimization IJCAI 2019

Three-Head Neural Network Architecture for Monte Carlo Tree Search IJCAI 2018

Focused Depth-first Proof Number Search using Convolutional Neural Networks for the Game of Hex IJCAI 2017

Additive Merge-and-Shrink Heuristics for Diverse Action Costs IJCAI 2017

Structured Best Arm Identification with Fixed Confidence ALT 2017

Towards a Second Generation Random Walk Planner: An Experimental Exploration IJCAI 2013