Francisco S. Melo
9 papers · 2016–2026 · 5 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🌍 Conference Polyglot · Silver 🗺️ Taxonomy Completionist (22)
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Venues
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Research topics
Artificial Intelligence
(6)
Machine Learning
(5)
Core AI
(5)
Reinforcement Learning
(3)
Core Methods
(3)
Learning Types · Machine Learning
(3)
Methods
(3)
Optimization & Theory
(3)
Deep Learning
(2)
Applications
(2)
Learning Types · Deep Learning
(2)
Interdisciplinary
(1)
Robotics
(1)
Architectures
(1)
Bayesian & Probabilistic
(1)
Keywords
multi-agent system
(2)
interactive learning
(1)
algorithm learning
(1)
bayesian inference
(1)
curriculum learning
(1)
human-robot interaction
(1)
collective decision making
(1)
model-based reinforcement learning
(1)
linear function approximation
(1)
partial observability
(1)
machine teaching
(1)
optimal teaching
(1)
multimodal representation learning
(1)
recurrent neural network
(1)
bayesian learning
(1)
problem scaling
(1)
embodied agent
(1)
multimodal representation
(1)
missing modality
(1)
contrastive learning
(1)
Papers
Centralized Training with Hybrid Execution in Multi-Agent Reinforcement Learning via Predictive Observation Imputation (Abstract Reprint)
AAAI 2026
The Number of Trials Matters in Infinite-Horizon General-Utility Markov Decision Processes
ICML 2025
NeuralSolver: Learning Algorithms For Consistent and Efficient Extrapolation Across General Tasks
NeurIPS 2024
TEAMSTER: Model-Based Reinforcement Learning for Ad Hoc Teamwork (Abstract Reprint)
AAAI 2024
Geometric Multimodal Contrastive Representation Learning
ICML 2022
A new convergent variant of Q-learning with linear function approximation
NeurIPS 2020
The Dark Side of Embodiment - Teaming Up With Robots VS Disembodied Agents
RSS 2020
Interactive Optimal Teaching with Unknown Learners
IJCAI 2018
Synthesizing Robotic Handwriting Motion by Learning from Human Demonstrations
IJCAI 2016