Enming Liang
7 papers · 2022–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(17)
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Hot Topic Early Bird
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Keyword Champion
(2)
Top co-authors
Research topics
Machine Learning
(7)
Deep Learning
(5)
Optimization & Theory
(5)
Artificial Intelligence
(3)
Core AI
(3)
Mathematics & Optimization
(2)
Models
(2)
Optimization
(2)
Reinforcement Learning
(1)
Application Areas
(1)
Applications
(1)
Architectures
(1)
Core Methods
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Keywords
constrained optimization
(3)
optimality loss
(2)
approximation error
(2)
universal approximation
(1)
neural network optimization
(1)
bias correction
(1)
generative learning
(1)
ordinary differential equation
(1)
rectified flow
(1)
decision-focused learning
(1)
traffic signal control
(1)
option learning
(1)
limited data
(1)
homeomorphic projection
(1)
invertible neural network
(1)
solution feasibility
(1)
multi-agent system
(1)
modulus of continuity
(1)
lipschitz continuous function
(1)
interior point
(1)
Papers
DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data
AAAI 2025
Efficient Bisection Projection to Ensure Neural-Network Solution Feasibility for Optimization over General Set
ICML 2025
Characterizing ResNet’s Universal Approximation Capability
ICML 2024
Generative Learning for Solving Non-Convex Problem with Multi-Valued Input-Solution Mapping
ICLR 2024
Homeomorphic Projection to Ensure Neural-Network Solution Feasibility for Constrained Optimization
JMLR 2024
Low Complexity Homeomorphic Projection to Ensure Neural-Network Solution Feasibility for Optimization over (Non-)Convex Set
ICML 2023
OAM: An Option-Action Reinforcement Learning Framework for Universal Multi-Intersection Control
AAAI 2022