Giovanni Montana
9 papers · 2020–2026 · 6 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (15) π§ Keyword Pioneer π Conference Polyglot (6) π Academic Marathon (5) π Cross-Pollinator (13)
π
Renaissance Researcher
(7)
π
Interdisciplinary Bridge
π
Grand Slam
Conferences
AAAI (2)
ICLR (2)
ICML (2)
COLING (1)
MIDL (1)
NIPS (1)
Top co-authors
Keywords
reinforcement learning
(2)
multi-agent reinforcement learning
(1)
semantic segmentation
(1)
sample efficiency
(1)
offline reinforcement learning
(1)
imitation learning
(1)
robotic manipulation
(1)
multi-label classification
(1)
trajectory optimization
(1)
model-based reinforcement learning
(1)
distribution shift
(1)
off-policy learning
(1)
vertex cover
(1)
behavior policy
(1)
sparse reward
(1)
multi-goal learning
(1)
planning algorithm
(1)
trajectory generation
(1)
spatial reasoning
(1)
conditional generative model
(1)
Papers
Partial Action Replacement: Tackling Distribution Shift in Offline MARL
AAAI 2026
Investigating Relational State Abstraction in Collaborative MARL
AAAI 2025
Learning on One Mode: Addressing Multi-modality in Offline Reinforcement Learning
ICLR 2025
REValueD: Regularised Ensemble Value-Decomposition for Factorisable Markov Decision Processes
ICLR 2024
Automated ranking of chest x-ray radiological finding severity in a binary label setting
MIDL 2024
A Multi-Task Transformer Model for Fine-grained Labelling of Chest X-Ray Reports
COLING 2024
LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial Optimisation
ICML 2022
Solving Challenging Dexterous Manipulation Tasks With Trajectory Optimisation and Reinforcement Learning
ICML 2021
PlanGAN: Model-based Planning With Sparse Rewards and Multiple Goals
NIPS 2020