Volodymyr Tkachuk
3 papers · 2023–2024 · 2 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓+1 more ↓ Show less ↑
🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (2) 🐝 Cross-Pollinator (9)
🗺️
Taxonomy Completionist
(10)
Conferences
NIPS (2)
AISTATS (1)
Top co-authors
Keywords
multi-agent reinforcement learning
(1)
offline reinforcement learning
(1)
sequential decision-making
(1)
sample complexity
(1)
markov decision process
(1)
regret minimization
(1)
linear function approximation
(1)
optimal policy
(1)
query complexity
(1)
trajectory datum
(1)
linear q-realizability
(1)
statistical efficiency
(1)
cooperative multi-agent reinforcement learning
(1)
exploration-exploitation trade-off
(1)
combinatorial action space
(1)
cooperative planning
(1)
argmax oracle
(1)
saddle point optimization
(1)
linear realizability
(1)
decision-estimation coefficient
(1)
Papers
Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear $q^\pi$-Realizability and Concentrability
NIPS 2024
Regret Minimization via Saddle Point Optimization
NIPS 2023
Efficient Planning in Combinatorial Action Spaces with Applications to Cooperative Multi-Agent Reinforcement Learning
AISTATS 2023