Rodrigo Toro Icarte
11 papers · 2017–2026 · 5 conferences · across top CS/AI conferences
Achievements
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🧭 Keyword Pioneer 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (5) 🏃 Academic Marathon (8) 🐝 Cross-Pollinator (12)
🌍
Conference Polyglot
(5)
🏃
Academic Marathon
(8)
🐝
Cross-Pollinator
(12)
🏆
Keyword Champion
(4)
💎
Century Club
(10)
🔥
Unstoppable
(5)
Conferences
ICML (3)
IJCAI (3)
AAAI (2)
NIPS (2)
CVPR (1)
Top co-authors
Keywords
reward machine
(4)
partially observable reinforcement learning
(2)
off-policy learning
(2)
representation learning
(2)
discrete optimization
(2)
sample efficiency
(2)
temporal logic
(2)
image retrieval
(1)
automata learning
(1)
deep reinforcement learning
(1)
out-of-distribution generalization
(1)
sequence classification
(1)
hierarchical reinforcement learning
(1)
mutual information
(1)
visual reasoning
(1)
reinforcement learning
(1)
partially observable markov decision process
(1)
commonsense knowledge
(1)
query complexity
(1)
belief state
(1)
Papers
Active Learning of Symbolic Automata over Rational Numbers
AAAI 2026
Data Distributional Properties As Inductive Bias for Systematic Generalization
CVPR 2025
On the Unexpected Effectiveness of Reinforcement Learning for Sequential Recommendation
ICML 2024
Reward Machines for Deep RL in Noisy and Uncertain Environments
NIPS 2024
Learning Belief Representations for Partially Observable Deep RL
ICML 2023
Real-Time Heuristic Search with LTLf Goals
IJCAI 2022
Interpretable Sequence Classification via Discrete Optimization
AAAI 2021
Learning Reward Machines for Partially Observable Reinforcement Learning
NIPS 2019
LTL and Beyond: Formal Languages for Reward Function Specification in Reinforcement Learning
IJCAI 2019
Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning
ICML 2018
How a General-Purpose Commonsense Ontology can Improve Performance of Learning-Based Image Retrieval
IJCAI 2017