Andrea Lodi
12 papers · 2019–2026 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π£ Hot Topic Early Bird π§ Keyword Pioneer π Conference Polyglot (5) π Academic Marathon (6)
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(6)
π£
Hot Topic Early Bird
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Cross-Pollinator
(14)
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Keyword Champion
(6)
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Keyword Collector
(50)
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Century Club
(11)
π₯
Unstoppable
(5)
Conferences
NIPS (5)
AAAI (4)
ICML (1)
IJCAI (1)
JMLR (1)
Top co-authors
Keywords
branch and bound
(6)
combinatorial optimization
(5)
graph neural network
(5)
mixed integer linear programming
(3)
imitation learning
(2)
mixed integer programming
(2)
reinforcement learning
(2)
formal verification
(1)
integer programming
(1)
policy gradient
(1)
mixed-integer linear programming
(1)
inductive bia
(1)
neural combinatorial optimization
(1)
solution quality
(1)
machine learning
(1)
cpu efficiency
(1)
hybrid architecture
(1)
credit assignment
(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 Search in Local Branching
AAAI 2022
Learning to Branch with Tree MDPs
NIPS 2022
Learning to Compare Nodes in Branch and Bound with Graph Neural Networks
NIPS 2022
MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers
AAAI 2022
Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies
AAAI 2021
Combinatorial Optimization and Reasoning with Graph Neural Networks
IJCAI 2021
Learning to Schedule Heuristics in Branch and Bound
NIPS 2021
Hybrid Models for Learning to Branch
NIPS 2020
Exact Combinatorial Optimization with Graph Convolutional Neural Networks
NIPS 2019