Rati Devidze
10 papers · 2019–2024 · 5 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (24) π Interdisciplinary Bridge π Conference Polyglot (5)
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Academic Marathon
(5)
π
Cross-Pollinator
(13)
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Renaissance Researcher
(5)
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Keyword Champion
π
Century Club
(10)
Conferences
NIPS (4)
ICML (2)
IJCAI (2)
AISTATS (1)
JMLR (1)
Top co-authors
Research topics
Keywords
reinforcement learning
(4)
inverse reinforcement learning
(3)
policy learning
(2)
sparse reward
(2)
reward function
(2)
reward shaping
(2)
environment poisoning
(2)
policy teaching
(2)
optimal policy
(2)
curriculum learning
(1)
markov decision process
(1)
policy optimization
(1)
multi-agent reinforcement learning
(1)
knowledge transfer
(1)
online learning
(1)
adversarial attack
(1)
machine teaching
(1)
self-supervised learning
(1)
regret bound
(1)
collaborative learning
(1)
Papers
Ethics in Action: Training Reinforcement Learning Agents for Moral Decision-making In Text-based Adventure Games
AISTATS 2024
Exploration-Guided Reward Shaping for Reinforcement Learning under Sparse Rewards
NIPS 2022
Policy Teaching in Reinforcement Learning via Environment Poisoning Attacks
JMLR 2021
Explicable Reward Design for Reinforcement Learning Agents
NIPS 2021
Curriculum Design for Teaching via Demonstrations: Theory and Applications
NIPS 2021
Understanding the Power and Limitations of Teaching with Imperfect Knowledge
IJCAI 2020
Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning
ICML 2020
Learning to Collaborate in Markov Decision Processes
ICML 2019
Learner-aware Teaching: Inverse Reinforcement Learning with Preferences and Constraints
NIPS 2019
Interactive Teaching Algorithms for Inverse Reinforcement Learning
IJCAI 2019