Andrea Lodi
12 papers · 2019–2026 · 5 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (23) 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🧭 Keyword Pioneer
🔬
Deep Specialist
(10)
🗃️
Keyword Collector
(53)
🔥
Unstoppable · Bronze
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Mathematics & Optimization
(11)
Optimization
(11)
Machine Learning
(10)
Deep Learning
(7)
Architectures
(6)
Application Areas
(5)
Optimization & Theory
(5)
Core Methods
(4)
Artificial Intelligence
(3)
Core AI
(3)
Learning Types · Machine Learning
(3)
Computer Science
(1)
Reinforcement Learning
(1)
Foundations
(1)
Learning Types · Deep Learning
(1)
Keywords
branch and bound
(7)
combinatorial optimization
(5)
graph neural network
(5)
mixed integer linear programming
(4)
mixed integer programming
(3)
imitation learning
(2)
reinforcement learning
(2)
formal verification
(1)
integer programming
(1)
policy gradient
(1)
cpu efficiency
(1)
proximal gradient
(1)
inductive bia
(1)
neural combinatorial optimization
(1)
machine learning
(1)
hybrid architecture
(1)
credit assignment
(1)
solution quality
(1)
markov decision process
(1)
variable selection
(1)
Papers
SMiLE: Provably Enforcing Global Relational Properties in Neural Networks
AAAI 2026
Scalable First-order Method for Certifying Optimal k-Sparse GLMs
ICML 2025
Combinatorial Optimization and Reasoning with Graph Neural Networks
JMLR 2023
Learning to Branch with Tree MDPs
NeurIPS 2022
Learning to Compare Nodes in Branch and Bound with Graph Neural Networks
NeurIPS 2022
Learning to Search in Local Branching
AAAI 2022
MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers
AAAI 2022
Combinatorial Optimization and Reasoning with Graph Neural Networks
IJCAI 2021
Learning to Schedule Heuristics in Branch and Bound
NeurIPS 2021
Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies
AAAI 2021
Hybrid Models for Learning to Branch
NeurIPS 2020
Exact Combinatorial Optimization with Graph Convolutional Neural Networks
NeurIPS 2019