Vitaly Kurin
7 papers · 2019–2022 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(18)
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The Questioner
Venues
Top co-authors
Research topics
Artificial Intelligence
(4)
Machine Learning
(4)
Reinforcement Learning
(4)
Deep Learning
(3)
Learning Types · Machine Learning
(3)
Methods
(3)
Architectures
(2)
Core AI
(2)
Learning Paradigms
(2)
Optimization & Theory
(2)
Application Areas
(1)
Applications
(1)
Core Methods
(1)
Learning Types · Deep Learning
(1)
Keywords
graph neural network
(3)
message passing
(2)
multi-task learning
(2)
sample efficiency
(2)
locomotion control
(1)
policy gradient
(1)
hyperparameter optimization
(1)
neural network optimization
(1)
continuous control
(1)
parameter sharing
(1)
hyperparameter tuning
(1)
loss function
(1)
task adaptation
(1)
sat solver
(1)
gradient-free optimization
(1)
coordination graph
(1)
context parameter
(1)
joint value function
(1)
multi-task reinforcement learning
(1)
morphological information
(1)
Papers
In Defense of the Unitary Scalarization for Deep Multi-Task Learning
NeurIPS 2022
My Body is a Cage: the Role of Morphology in Graph-Based Incompatible Control
ICLR 2021
Snowflake: Scaling GNNs to high-dimensional continuous control via parameter freezing
NeurIPS 2021
Can Q-Learning with Graph Networks Learn a Generalizable Branching Heuristic for a SAT Solver?
NeurIPS 2020
Deep Coordination Graphs
ICML 2020
Fast Context Adaptation via Meta-Learning
ICML 2019
Fast Efficient Hyperparameter Tuning for Policy Gradient Methods
NeurIPS 2019