Sertan Girgin
11 papers · 2021–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (33) 🌍 Conference Polyglot · Silver 👑 Triple Crown 👥 Mega-Team · Squad
🗃️
Keyword Collector
(51)
🔥
Unstoppable · Bronze
❓
The Questioner
(2)
🌈
Renaissance Researcher
(5)
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Artificial Intelligence
(7)
Machine Learning
(7)
Core AI
(7)
Reinforcement Learning
(6)
Methods
(6)
Deep Learning
(5)
Natural Language Processing
(3)
Application Areas
(3)
Learning Types · Deep Learning
(3)
Applications · Reinforcement Learning
(2)
Learning Types · Machine Learning
(2)
Resources & Methods
(2)
Computer Science
(1)
Mathematics & Optimization
(1)
Applications · Natural Language Processing
(1)
Keywords
reinforcement learning
(6)
continuous control
(4)
imitation learning
(3)
music generation
(2)
knowledge distillation
(2)
policy learning
(2)
large language model
(2)
human feedback
(2)
text summarization
(1)
query reformulation
(1)
information retrieval
(1)
reinforcement learning from human feedback
(1)
nash equilibrium
(1)
distribution matching
(1)
adversarial learning
(1)
hyperparameter tuning
(1)
model merging
(1)
online mirror descent
(1)
mirror descent
(1)
reward function
(1)
Papers
BOND: Aligning LLMs with Best-of-N Distillation
ICLR 2025
Diversity-Rewarded CFG Distillation
ICLR 2025
MusicRL: Aligning Music Generation to Human Preferences
ICML 2024
Nash Learning from Human Feedback
ICML 2024
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback
ACL 2023
Continuous Control with Action Quantization from Demonstrations
ICML 2022
Decoding a Neural Retriever’s Latent Space for Query Suggestion
EMNLP 2022
Scalable Deep Reinforcement Learning Algorithms for Mean Field Games
ICML 2022
Hyperparameter Selection for Imitation Learning
ICML 2021
What Matters for Adversarial Imitation Learning?
NeurIPS 2021
What Matters for On-Policy Deep Actor-Critic Methods? A Large-Scale Study
ICLR 2021