Yuanchi Ma — accepted AI-conference papers

2025

Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation

Yuanchi Ma, Jiamou Liu, Hui He, Libo Zhang, Haoyuan Li, Zhendong Niu

EMNLP 2025

Outline generation aims to uncover the internal content structure of a document by identifying potential chapter connections and generating corresponding summaries. A robust outline generation model strives for coherence between and within plots. However, existing methods perform well on short- and

Cited by 0 Source ↗PDF ↗Scholar ↗

2025

SEMPO: Lightweight Foundation Models for Time Series Forecasting

Hui He, Kun Yi, Yuanchi Ma, Qi Zhang, Zhendong Niu, Guansong Pang

NeurIPS 2025poster

The recent boom of large pre-trained models witnesses remarkable success in developing foundation models (FMs) for time series forecasting. Despite impressive performance across diverse downstream forecasting tasks, existing time series FMs possess massive network architectures and require substanti…

Cited by 0 Source ↗code ↗Scholar ↗