Gianni De Fabritiis
5 papers · 2021–2024 · 3 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓
🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(14)
🐣
Hot Topic Early Bird
📈
Trend Setter
Venues
Top co-authors
Research topics
Deep Learning
(3)
Machine Learning
(3)
Artificial Intelligence
(2)
Reinforcement Learning
(2)
Architectures
(2)
Core AI
(2)
Core Methods
(2)
Methods
(2)
Interdisciplinary
(1)
Robotics
(1)
Applications · Reinforcement Learning
(1)
Applications · Robotics
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Science
(1)
Keywords
molecular potential
(2)
reinforcement learning
(2)
decision making
(1)
computational efficiency
(1)
molecular dynamics
(1)
proximal policy optimization
(1)
exploration strategy
(1)
sparse reward
(1)
control task
(1)
end-to-end training
(1)
equivariant neural network
(1)
message passing neural network
(1)
tensor representation
(1)
equivariant transformer
(1)
robotics education
(1)
quantum mechanics
(1)
open-source library
(1)
cartesian tensor
(1)
neural network potential
(1)
deep reinforcement learning
(1)
Papers
BricksRL: A Platform for Democratizing Robotics and Reinforcement Learning Research and Education with LEGO
NeurIPS 2024
TorchRL: A data-driven decision-making library for PyTorch
ICLR 2024
TensorNet: Cartesian Tensor Representations for Efficient Learning of Molecular Potentials
NeurIPS 2023
Equivariant Transformers for Neural Network based Molecular Potentials
ICLR 2022
Guided Exploration with Proximal Policy Optimization using a Single Demonstration
ICML 2021