Aaron M Ferber
8 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (4) π Cross-Pollinator (13)
πΊοΈ
Taxonomy Completionist
(16)
Conferences
ICML (4)
AAAI (2)
AISTATS (1)
ICLR (1)
Top co-authors
Keywords
contrastive learning
(2)
combinatorial optimization
(2)
adversarial learning
(1)
algorithmic fairness
(1)
variational inference
(1)
mutual information
(1)
gradient-based method
(1)
integer linear programming
(1)
multi-objective optimization
(1)
surrogate model
(1)
end-to-end learning
(1)
graph attention network
(1)
nonlinear optimization
(1)
pareto optimization
(1)
large neighborhood search
(1)
integer linear program
(1)
linear surrogate
(1)
primal gap
(1)
adversarial debiasing
(1)
fair representation
(1)
Papers
Constraint-aware Pareto Optimization for Tree-Structured Networks: Addressing Decarbonization Targets with Hydropower Expansion
AAAI 2025
Diffusion Models as Constrained Samplers for Optimization with Unknown Constraints
AISTATS 2025
Learning to Explore and Exploit with GNNs for Unsupervised Combinatorial Optimization
ICLR 2025
GenCO: Generating Diverse Designs with Combinatorial Constraints
ICML 2024
Contrastive Predict-and-Search for Mixed Integer Linear Programs
ICML 2024
SurCo: Learning Linear SURrogates for COmbinatorial Nonlinear Optimization Problems
ICML 2023
Searching Large Neighborhoods for Integer Linear Programs with Contrastive Learning
ICML 2023
Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation
AAAI 2021