Shang-Hua Teng
8 papers · 2012–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🏃
Academic Marathon · Half
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(16)
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The Questioner
Venues
Top co-authors
Research topics
Machine Learning
(6)
Optimization & Theory
(4)
Core Methods
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Mathematics & Optimization
(2)
Core AI
(2)
Learning Types · Deep Learning
(2)
Computer Science
(1)
Application Areas
(1)
Foundations
(1)
Learning Types · Machine Learning
(1)
Mathematics
(1)
Optimization
(1)
Keywords
empirical risk minimization
(2)
sample complexity
(2)
transductive learning
(2)
learning theory
(1)
supervised learning
(1)
structural risk minimization
(1)
random fields
(1)
computational complexity
(1)
biological sequence
(1)
hypothesis class
(1)
multi-class classification
(1)
laplacian matrix
(1)
pac learning
(1)
multiclass learning
(1)
maximum entropy
(1)
approximation algorithm
(1)
gaussian graphical model
(1)
spectral sparsification
(1)
transformer architecture
(1)
combinatorial optimization
(1)
Papers
Proper Learnability and the Role of Unlabeled Data
ALT 2025
ALPINE: Unveiling The Planning Capability of Autoregressive Learning in Language Models
NeurIPS 2024
Open Problem: Can Local Regularization Learn All Multiclass Problems?
COLT 2024
Regularization and Optimal Multiclass Learning
COLT 2024
Transductive Learning is Compact
NeurIPS 2024
Computational Analyses of the Electoral College: Campaigning Is Hard But Approximately Manageable
AAAI 2021
Efficient Sampling for Gaussian Graphical Models via Spectral Sparsification
COLT 2015
Active Clustering of Biological Sequences
JMLR 2012