Shengyi Huang
5 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(10)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Reinforcement Learning
(4)
Methods
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Machine Learning
(2)
Natural Language Processing
(1)
Application Areas
(1)
Applications
(1)
Core AI
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization & Theory · Deep Learning
(1)
Optimization & Theory · Machine Learning
(1)
Resources & Methods
(1)
Keywords
reinforcement learning
(2)
proximal policy optimization
(2)
instruction following
(1)
deep learning
(1)
reinforcement learning from human feedback
(1)
parallel computing
(1)
off-policy learning
(1)
distributed training
(1)
language model
(1)
asynchronous training
(1)
algorithm implementation
(1)
frame rate
(1)
high-performance computing
(1)
environment simulation
(1)
python library
(1)
distributed reinforcement learning
(1)
system optimization
(1)
code quality
(1)
reward scaling
(1)
parallel environment execution
(1)
Papers
Asynchronous RLHF: Faster and More Efficient Off-Policy RL for Language Models
ICLR 2025
Cleanba: A Reproducible and Efficient Distributed Reinforcement Learning Platform
ICLR 2024
Reward Scale Robustness for Proximal Policy Optimization via DreamerV3 Tricks
NeurIPS 2023
CleanRL: High-quality Single-file Implementations of Deep Reinforcement Learning Algorithms
JMLR 2022
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine
NeurIPS 2022