Qihe Huang
11 papers · 2023–2026 · 5 venues · across top CS/AI venues
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Achievements
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Dynamic Duo
(11)
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(57)
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Century Club Β· Bronze
Venues
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Research topics
Machine Learning
(9)
Artificial Intelligence
(8)
Deep Learning
(6)
Core AI
(6)
Application Areas
(5)
Architectures
(5)
Data Science & Analytics
(3)
Core Methods
(3)
Learning Paradigms
(3)
Learning Types Β· Machine Learning
(3)
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(3)
Learning Types Β· Deep Learning
(2)
Computer Vision
(1)
Mathematics & Optimization
(1)
Generation
(1)
Keywords
dynamic graph
(3)
graph neural network
(3)
time series forecasting
(2)
few-shot learning
(1)
transfer learning
(1)
domain adaptation
(1)
domain generalization
(1)
knowledge transfer
(1)
multimodal learning
(1)
image editing
(1)
prompt learning
(1)
out-of-distribution generalization
(1)
time series prediction
(1)
multi-scale analysis
(1)
message passing
(1)
time series
(1)
curriculum learning
(1)
noise reduction
(1)
multivariate time series
(1)
image generation
(1)
Papers
Talk2Image: A Multi-Agent System for Multi-Turn Image Generation and Editing
AAAI 2026
Enhancing Graph Invariant Learning from a Negative Inference Perspective
ICML 2025
Revealing Concept Shift in Spatio-Temporal Graphs via State Learning
IJCAI 2025
SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation
ICML 2025
TimeBase: The Power of Minimalism in Efficient Long-term Time Series Forecasting
ICML 2025
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework
NeurIPS 2024
HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting
AAAI 2024
Improving Generalization of Dynamic Graph Learning via Environment Prompt
NeurIPS 2024
LeRet: Language-Empowered Retentive Network for Time Series Forecasting
IJCAI 2024
CrossGNN: Confronting Noisy Multivariate Time Series Via Cross Interaction Refinement
NeurIPS 2023
GReTo: Remedying dynamic graph topology-task discordance via target homophily
ICLR 2023