Francesco Giannini
12 papers · 2020–2026 · 6 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (25) π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze π£ Hot Topic Early Bird
π¬
Deep Specialist
(11)
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Grand Slam
π§
Keyword Pioneer
π₯
Unstoppable Β· Bronze
ποΈ
Keyword Collector
(62)
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Century Club Β· Bronze
Top co-authors
Research topics
Artificial Intelligence
(12)
Core AI
(12)
Machine Learning
(10)
Deep Learning
(8)
Core Methods
(8)
Learning Types Β· Deep Learning
(5)
Architectures
(3)
Optimization & Theory
(3)
Application Areas
(2)
Learning Types Β· Machine Learning
(2)
Knowledge & Reasoning
(1)
Natural Language Processing
(1)
Applications
(1)
Models
(1)
Representation
(1)
Keywords
neural network
(5)
first-order logic
(4)
concept bottleneck model
(3)
concept bottleneck
(3)
logic rule
(2)
feature learning
(2)
graph neural network
(2)
interpretable model
(2)
explainable artificial intelligence
(2)
concept-based model
(2)
text classification
(1)
explainable ai
(1)
concept representation
(1)
knowledge graph reasoning
(1)
multi-label classification
(1)
concept-based explanation
(1)
reinforcement learning
(1)
mathematical reasoning
(1)
embedding learning
(1)
classification accuracy
(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
Interpretable Concept-Based Memory Reasoning
NeurIPS 2024
Relational Concept Bottleneck Models
NeurIPS 2024
Interpretable Graph Networks Formulate Universal Algebra Conjectures
NeurIPS 2023
Interpretable Neural-Symbolic Concept Reasoning
ICML 2023
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
NeurIPS 2022
Entropy-Based Logic Explanations of Neural Networks
AAAI 2022
Extending Logic Explained Networks to Text Classification
EMNLP 2022
A Constraint-Based Approach to Learning and Explanation
AAAI 2020
Human-Driven FOL Explanations of Deep Learning
IJCAI 2020