Bowen Tian
6 papers · 2022–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(17)
Top co-authors
Research topics
Machine Learning
(6)
Learning Types · Machine Learning
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Natural Language Processing
(2)
Application Areas
(2)
Applications
(2)
Core AI
(2)
Models
(2)
Optimization & Theory
(2)
Computer Vision
(1)
Mathematics & Optimization
(1)
Analysis
(1)
Architectures
(1)
Learning Types · Deep Learning
(1)
Keywords
large language model
(2)
anomaly detection
(2)
generative adversarial network
(2)
image generation
(1)
non-convex optimization
(1)
information bottleneck
(1)
direct preference optimization
(1)
knowledge distillation
(1)
in-context learning
(1)
global convergence
(1)
efficient inference
(1)
web search ranking
(1)
stationary point
(1)
ranking loss
(1)
positive-unlabeled learning
(1)
noise model
(1)
context compression
(1)
question-answer generation
(1)
domain-specific fine-tuning
(1)
unsupervised evaluation metric
(1)
Papers
Best Practices for Distilling Large Language Models into BERT for Web Search Ranking
COLING 2025
MDPO: Customized Direct Preference Optimization with a Metric-based Sampler for Question and Answer Generation
COLING 2025
QUITO-X: A New Perspective on Context Compression from the Information Bottleneck Theory
EMNLP 2025
Leveraging Contaminated Datasets to Learn Clean-Data Distribution with Purified Generative Adversarial Networks
AAAI 2023
Anomaly Detection by Leveraging Incomplete Anomalous Knowledge with Anomaly-Aware Bidirectional GANs
IJCAI 2022
Global Convergence and Stability of Stochastic Gradient Descent
NeurIPS 2022