Giuseppe Marra
17 papers · 2020–2026 · 6 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (32) 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
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Keyword Pioneer
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Grand Slam
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Prolific Year · Productive
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Unstoppable · Bronze
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Century Club · Bronze
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Keyword Collector
(78)
Top co-authors
Research topics
Artificial Intelligence
(17)
Core AI
(16)
Machine Learning
(10)
Deep Learning
(8)
Core Methods
(7)
Knowledge & Reasoning
(3)
Reinforcement Learning
(3)
Architectures
(3)
Methods
(3)
Models
(3)
Bayesian & Probabilistic · Artificial Intelligence
(2)
Bayesian & Probabilistic · Machine Learning
(2)
Learning Types · Machine Learning
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory
(2)
Keywords
neuro-symbolic ai
(4)
concept bottleneck
(4)
concept bottleneck model
(3)
neural network
(3)
probabilistic logic programming
(3)
interpretable model
(3)
stochastic logic program
(2)
logical reasoning
(2)
neural-symbolic ai
(2)
logic rule
(2)
logical constraint
(2)
knowledge representation
(2)
statistical relational learning
(2)
probabilistic logic
(2)
reinforcement learning
(2)
neuro-symbolic learning
(2)
deep learning
(1)
concept representation
(1)
policy gradient
(1)
bayesian inference
(1)
Papers
DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs
AAAI 2026
Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning
ICLR 2025
Counterfactual Concept Bottleneck Models
ICLR 2025
Grounding Methods for Neural-Symbolic AI
IJCAI 2025
Neurosymbolic Reinforcement Learning: Playing MiniHack with Probabilistic Logic Shields
AAAI 2025
Relational Neurosymbolic Markov Models
AAAI 2025
From Statistical Relational to Neuro-Symbolic Artificial Intelligence
AAAI 2024
Interpretable Concept-Based Memory Reasoning
NeurIPS 2024
Relational Concept Bottleneck Models
NeurIPS 2024
Interpretable Neural-Symbolic Concept Reasoning
ICML 2023
Neural probabilistic logic programming in discrete-continuous domains
UAI 2023
Safe Reinforcement Learning via Probabilistic Logic Shields
IJCAI 2023
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
NeurIPS 2022
DeepStochLog: Neural Stochastic Logic Programming
AAAI 2022
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming
NeurIPS 2022
Neural markov logic networks
UAI 2021
From Statistical Relational to Neuro-Symbolic Artificial Intelligence
IJCAI 2020