Xiang Shu
5 papers · 2023–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(15)
Top co-authors
Research topics
Machine Learning
(5)
Optimization & Theory
(4)
Mathematics & Optimization
(3)
Optimization
(3)
Artificial Intelligence
(2)
Application Areas
(2)
Bayesian & Probabilistic
(2)
Core AI
(2)
Learning Types · Machine Learning
(2)
Deep Learning
(1)
Natural Language Processing
(1)
Learning Types · Deep Learning
(1)
Resources & Methods
(1)
Keywords
large language model
(2)
bayesian optimization
(2)
dueling optimization
(2)
black-box optimization
(2)
linear programming
(1)
preference modeling
(1)
gaussian mixture model
(1)
auction mechanism
(1)
data distribution
(1)
latent dimension
(1)
preference propagation
(1)
optimization problem
(1)
bidding strategy
(1)
offline dataset
(1)
preference embedding
(1)
problem formalization
(1)
personalized valuation
(1)
valuation precision
(1)
latent preference
(1)
offline black-box optimization
(1)
Papers
LaMP-Val: Large Language Models Empower Personalized Valuation in Auction
EMNLP 2025
LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch
ICLR 2025
Relation-Augmented Dueling Bayesian Optimization via Preference Propagation
IJCAI 2025
SOO-Bench: Benchmarks for Evaluating the Stability of Offline Black-Box Optimization
ICLR 2025
High-Dimensional Dueling Optimization with Preference Embedding
AAAI 2023