Guanjie Zheng
8 papers · 2019–2026 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (34) π£ Hot Topic Early Bird
π₯
Mega-Team Β· Squad
π
Trend Setter
π
Conference Pioneer
π
Renaissance Researcher
(5)
Venues
Top co-authors
Research topics
Machine Learning
(7)
Artificial Intelligence
(6)
Core AI
(6)
Learning Types Β· Machine Learning
(5)
Deep Learning
(4)
Application Areas
(4)
Reinforcement Learning
(3)
Learning Types Β· Deep Learning
(3)
Methods
(3)
Data Science & Analytics
(2)
Applications Β· Data Science & Analytics
(2)
Core Methods
(2)
Computer Science
(1)
Computer Vision
(1)
Applications Β· Reinforcement Learning
(1)
Keywords
traffic signal control
(2)
reinforcement learning
(1)
domain knowledge
(1)
adversarial learning
(1)
few-shot learning
(1)
temporal dynamics
(1)
attention mechanism
(1)
knowledge transfer
(1)
trajectory prediction
(1)
deep learning
(1)
inverse reinforcement learning
(1)
time series forecasting
(1)
reward function
(1)
decentralized control
(1)
semantic segmentation
(1)
weak learner
(1)
synthetic data
(1)
foundation model
(1)
meta-reinforcement learning
(1)
deep reinforcement learning
(1)
Papers
A Survey of Reinforcement Learning for Large Language Models under Data Scarcity: Challenges and Solutions
ACL 2026
CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting
NeurIPS 2024
UrbanDataLayer: A Unified Data Pipeline for Urban Science
NeurIPS 2024
Knowledge-based Residual Learning
IJCAI 2021
Objective-aware Traffic Simulation via Inverse Reinforcement Learning
IJCAI 2021
MetaLight: Value-Based Meta-Reinforcement Learning for Traffic Signal Control
AAAI 2020
Toward A Thousand Lights: Decentralized Deep Reinforcement Learning for Large-Scale Traffic Signal Control
AAAI 2020
Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction
AAAI 2019