Hyunsouk Cho
7 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (27) 🔥 Unstoppable · Bronze ❓ The Questioner
🌈
Renaissance Researcher
(5)
Top co-authors
Research topics
Machine Learning
(4)
Natural Language Processing
(4)
Artificial Intelligence
(3)
Deep Learning
(3)
Application Areas
(3)
Core AI
(3)
Generation
(3)
Core Methods
(2)
Optimization & Theory
(2)
Data Science & Analytics
(1)
Mathematics & Optimization
(1)
Security & Privacy
(1)
Applications · Data Science & Analytics
(1)
Applications · Natural Language Processing
(1)
Architectures
(1)
Keywords
language model
(2)
metric learning
(1)
collaborative filtering
(1)
self-supervised learning
(1)
prompt engineering
(1)
opinion summarization
(1)
multimodal learning
(1)
toxicity detection
(1)
adaptive learning
(1)
safety alignment
(1)
cardinality constraint
(1)
false positive
(1)
strategy selection
(1)
adversarial defense
(1)
portfolio optimization
(1)
human expert
(1)
differentiable optimization
(1)
jailbreak attack
(1)
evaluation metric
(1)
conversational agent
(1)
Papers
Break the Breakout: Reinventing LM Defense Against Jailbreak Attacks with Self-Refine
NAACL 2025
DCC: Differentiable Cardinality Constraints for Partial Index Tracking
AAAI 2025
FLEX: Expert-level False-Less EXecution Metric for Text-to-SQL Benchmark
NAACL 2025
Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation
ACL 2024
GTA: Gated Toxicity Avoidance for LM Performance Preservation
EMNLP 2023
FPAdaMetric: False-Positive-Aware Adaptive Metric Learning for Session-Based Recommendation
AAAI 2022
Self-Supervised Multimodal Opinion Summarization
ACL 2021