Songqiao Han
4 papers · 2021–2024 · 3 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
(14)
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Trend Setter
Venues
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Research topics
Deep Learning
(3)
Machine Learning
(3)
Learning Types · Deep Learning
(3)
Computer Vision
(2)
Natural Language Processing
(2)
Analysis
(2)
Applications
(2)
Core Methods
(2)
Optimization & Theory
(2)
Artificial Intelligence
(1)
Application Areas
(1)
Core AI
(1)
Learning Types · Machine Learning
(1)
Resources & Methods
(1)
Keywords
anomaly detection
(2)
unsupervised learning
(1)
benchmark evaluation
(1)
text classification
(1)
in-context learning
(1)
information extraction
(1)
prompt engineering
(1)
deep learning
(1)
label smoothing
(1)
structured output
(1)
loss function design
(1)
algorithm comparison
(1)
noisy data
(1)
label distribution
(1)
semantic overlap
(1)
label confusion
(1)
one-hot representation
(1)
noisy dataset
(1)
deep learning method
(1)
automated design selection
(1)
Papers
Sample Design Engineering: An Empirical Study on Designing Better Fine-Tuning Samples for Information Extraction with LLMs
EMNLP 2024
ADGym: Design Choices for Deep Anomaly Detection
NeurIPS 2023
ADBench: Anomaly Detection Benchmark
NeurIPS 2022
Label Confusion Learning to Enhance Text Classification Models
AAAI 2021