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Career

· Postdoctoral Researcher, Oxford Robotics Institute2024–

Publications (25)

A Graph Reinforcement Learning Framework for Neural Adaptive Large Neighbourhood Search
Computers & Operations Research · 2024
20
cited
Goal-directed graph construction using reinforcement learning
Proceedings of the Royal Society A · 2020
20
cited
Quantifying the Relationships between Everyday Objects and Emotional States through Deep Learning Based Image Analysis Using Smartphones
Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · 2020
16
cited
Graph Reinforcement Learning for Combinatorial Optimization: A Survey and Unifying Perspective
Trans. Mach. Learn. Res. · 2024
15
cited
RLQ: Workload Allocation With Reinforcement Learning in Distributed Queues
IEEE Transactions on Parallel and Distributed Systems · 2023
15
cited
Large Language Models are Effective Priors for Causal Graph Discovery
arXiv.org · 2024
14
cited
Trust-based Consensus in Multi-Agent Reinforcement Learning Systems
RLJ · 2022
12
cited
University of Birmingham A functional perspective on machine learning via programmable induction and abduction
2018
11
cited
Planning spatial networks with Monte Carlo tree search
Proceedings of the Royal Society A · 2021
9
cited
Graph Neural Modeling of Network Flows
arXiv.org · 2022
6
cited
Graph Reinforcement Learning for Operator Selection in the ALNS Metaheuristic
International Conferences on Optimization and Learning · 2023
6
cited
PRORL: Proactive Resource Orchestrator for Open RANs Using Deep Reinforcement Learning
IEEE Transactions on Network and Service Management · 2024
6
cited
Solving Graph-based Public Goods Games with Tree Search and Imitation Learning
Neural Information Processing Systems · 2021
6
cited
Improving the Robustness of Graphs through Reinforcement Learning and Graph Neural Networks
arXiv.org · 2020
5
cited
Dynamic Network Reconfiguration for Entropy Maximization using Deep Reinforcement Learning
LOG IN · 2022
3
cited
Tree Search in DAG Space with Model-based Reinforcement Learning for Causal Discovery
Proceedings of the Royal Society A · 2023
3
cited
Reinforcement Learning on Encrypted Data
arXiv.org · 2021
2
cited
Solving Graph-based Public Good Games with Tree Search and Imitation Learning
arXiv.org · 2021
2
cited
Tackling GNARLy Problems: Graph Neural Algorithmic Reasoning Reimagined through Reinforcement Learning
arXiv.org · 2025
1
cited
Accelerating Atomic Fine Structure Determination with Graph Reinforcement Learning
arXiv.org · 2025
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Victor-Alexandru Darvariu | Researcher Profile | Sotabase | Sotabase