Francesco Giannini
12 papers · 2020–2026 · 6 conferences · across top CS/AI conferences
Achievements
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Conferences
NIPS (4)
AAAI (3)
IJCAI (2)
EMNLP (1)
ICLR (1)
ICML (1)
Top co-authors
Keywords
neural network
(5)
first-order logic
(4)
concept bottleneck model
(3)
feature learning
(2)
concept-based model
(2)
concept bottleneck
(2)
logic rule
(2)
graph neural network
(2)
explainable artificial intelligence
(2)
text classification
(1)
explainable ai
(1)
multi-label classification
(1)
concept representation
(1)
knowledge graph reasoning
(1)
concept-based explanation
(1)
reinforcement learning
(1)
mathematical reasoning
(1)
knowledge compilation
(1)
embedding learning
(1)
l1 regularization
(1)
Papers
DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs
AAAI 2026
Counterfactual Concept Bottleneck Models
ICLR 2025
Grounding Methods for Neural-Symbolic AI
IJCAI 2025
Relational Concept Bottleneck Models
NIPS 2024
Interpretable Concept-Based Memory Reasoning
NIPS 2024
Interpretable Graph Networks Formulate Universal Algebra Conjectures
NIPS 2023
Interpretable Neural-Symbolic Concept Reasoning
ICML 2023
Extending Logic Explained Networks to Text Classification
EMNLP 2022
Entropy-Based Logic Explanations of Neural Networks
AAAI 2022
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
NIPS 2022
Human-Driven FOL Explanations of Deep Learning
IJCAI 2020
A Constraint-Based Approach to Learning and Explanation
AAAI 2020