Minghua Chen
10 papers · 2022–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Bronze 🌍 Conference Polyglot · Silver 🗺️ Taxonomy Completionist (19) 🐣 Hot Topic Early Bird 🗃️ Keyword Collector (59)
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Prolific Year · Productive
💎
Century Club · Bronze
Top co-authors
Research topics
Machine Learning
(9)
Deep Learning
(8)
Optimization & Theory · Machine Learning
(6)
Application Areas
(3)
Models
(3)
Artificial Intelligence
(2)
Mathematics & Optimization
(2)
Architectures
(2)
Core AI
(2)
Core Methods
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Mathematics
(1)
Optimization
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
optimality loss
(2)
constrained optimization
(2)
solution feasibility
(2)
approximation error
(2)
adversarial training
(1)
weak supervision
(1)
data augmentation
(1)
time series prediction
(1)
universal approximation
(1)
constraint satisfaction
(1)
interference suppression
(1)
generative learning
(1)
deep neural network
(1)
financial time series
(1)
diffusion model
(1)
generative model
(1)
neural network optimization
(1)
ordinary differential equation
(1)
dataset curation
(1)
multimodal learning
(1)
Papers
Efficient Bisection Projection to Ensure Neural-Network Solution Feasibility for Optimization over General Set
ICML 2025
Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation
AAAI 2025
Characterizing ResNet’s Universal Approximation Capability
ICML 2024
Generative Learning for Financial Time Series with Irregular and Scale-Invariant Patterns
ICLR 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
ReLU Network with Width d+O(1) Can Achieve Optimal Approximation Rate
ICML 2024
Ensuring DNN Solution Feasibility for Optimization Problems with Linear Constraints
ICLR 2023
Low Complexity Homeomorphic Projection to Ensure Neural-Network Solution Feasibility for Optimization over (Non-)Convex Set
ICML 2023
Passive DSSS: Empowering the Downlink Communication for Backscatter Systems
NSDI 2022