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Qi Liu — most-cited papers & profile · Time Series
← authors
·
overview
Qi Liu
186
papers ·
1034
citations ·
12
h-index
Tianjin University of Technology and Education · Tianjin University of Technology
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation
2024 · 2 citations
Cross-Domain Pre-training with Language Models for Transferable Time Series Representations
2024 · 1 citations
StaTS: Spectral Trajectory Schedule Learning for Adaptive Time Series Forecasting with Frequency Guided Denoiser
2026
Position: Beyond Model-Centric Prediction -- Agentic Time Series Forecasting
2026
MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning
2026
CoGenCast: A Coupled Autoregressive-Flow Generative Framework for Time Series Forecasting
2026
AlphaCast: A Human Wisdom-LLM Intelligence Co-Reasoning Framework for Interactive Time Series Forecasting
2025
Towards Stable and Structured Time Series Generation with Perturbation-Aware Flow Matching
2025
OneCast: Structured Decomposition and Modular Generation for Cross-Domain Time Series Forecasting
2025
Bridging the Last Mile of Prediction: Enhancing Time Series Forecasting with Conditional Guided Flow Matching
2025
NeuTSFlow: Modeling Continuous Functions Behind Time Series Forecasting
2025
Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs
2025
Improving Time Series Forecasting via Instance-aware Post-hoc Revision
2025
Can Slow-thinking LLMs Reason Over Time? Empirical Studies in Time Series Forecasting
2025
DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting
2024
Top co-authors
Mingyue Cheng
· 13
Enhong Chen
· 5
Daoyu Wang
· 4
Jintao Zhang
· 3
Jiahao Wang
· 2
Likang Wu
· 2
Yucong Luo
· 2
Zirui Liu
· 2
Defu Lian
· 1
Hao Zhang
· 1
Qingyang Mao
· 1
Runlong Yu
· 1
Topics
Foundation Models
Transformer Forecasters
Probabilistic
Domain — Finance
Domain — Energy/Weather
Linear & Patch Models
cs.LG
stat.ML