Nikola Momchev
7 papers · 2020–2025 · 5 venues · across top CS/AI venues
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Achievements
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🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (29)
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Mega-Team · Squad
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Grand Slam
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Trend Setter
Venues
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Research topics
Machine Learning
(7)
Artificial Intelligence
(6)
Core AI
(6)
Deep Learning
(4)
Natural Language Processing
(4)
Learning Types · Deep Learning
(4)
Reinforcement Learning
(3)
Application Areas
(3)
Learning Types · Machine Learning
(3)
Methods
(3)
Resources & Methods
(2)
Applications
(1)
Core Methods
(1)
Generation
(1)
Learning Paradigms
(1)
Keywords
reward function
(2)
imitation learning
(2)
compositional generalization
(2)
reinforcement learning from human feedback
(2)
large language model
(2)
question answering
(1)
semantic parsing
(1)
text summarization
(1)
policy learning
(1)
natural language understanding
(1)
inverse reinforcement learning
(1)
nash equilibrium
(1)
distribution matching
(1)
continuous control
(1)
mirror descent
(1)
hyperparameter tuning
(1)
human feedback
(1)
language model
(1)
expert demonstration
(1)
transformer neural network
(1)
Papers
BOND: Aligning LLMs with Best-of-N Distillation
ICLR 2025
Imitating Language via Scalable Inverse Reinforcement Learning
NeurIPS 2024
Nash Learning from Human Feedback
ICML 2024
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback
ACL 2023
*-CFQ: Analyzing the Scalability of Machine Learning on a Compositional Task
AAAI 2021
Hyperparameter Selection for Imitation Learning
ICML 2021
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data
ICLR 2020