activity
20232026
most citedFrom News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection

13 citations · 16 across the 5 of their papers we have counts for

collaborators

6 papers

eess.SY2026

Emission-Forecasting-Based Spatial-Temporal Carbon Response: A Multi-Agent Attention-Enhanced Deep Learning Framework

Feiyu Cai, Jing Qiu, Yi Yang +4

As a major contributor to carbon emissions, the decarbonization of power systems has garnered significant societal attention. Nodal carbon intensity (NCI), a critical factor in car…

eess.SY2026

Battery-Assisted Operation of Hyperscale AI Data Centers under Connect-and-Manage Interconnection Practices

Xin Lu, Jing Qiu, Jiafeng Lin +3

Emerging connect-and-manage practices allow new transmission-connected mega-loads to connect while enforcing time-varying admissible power exchange limits at the point of common co…

cs.AI2025

Toward Reasoning-Centric Time-Series Analysis

Xinlei Wang, Mingtian Tan, Jing Qiu +2

Traditional time series analysis has long relied on pattern recognition, trained on static and well-established benchmarks. However, in real-world settings -- where policies shift,…

cs.AI2024★ 13 cited

From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection

Xinlei Wang, Maike Feng, Jing Qiu +2

This paper introduces a novel approach that leverages Large Language Models (LLMs) and Generative Agents to enhance time series forecasting by reasoning across both text and time s…

physics.soc-ph2023★ 3 cited

Towards Carbon Transparency: A High-Resolution Carbon Emissions Database for China's Listed Companies

Xinlei Wang, Junhua Zhao, Haifeng Wu +7

The dual-carbon goals of China necessitate precise accounting of company carbon emissions, vital for green development across all industries. Not only the company itself but also f…

physics.soc-ph2023

The 2023 Development of Room-Temperature Ambient-Pressure Superconductor: Vision and Future Trend of Power Systems

Yi Yang, Chenxi Zhang, Xinlei Wang +3

Room-Temperature Ambient-Pressure Superconductor (RTAPS) can achieve superconducting properties at room temperature and normal atmospheric pressure, eliminating the power system's…