default author photo

Zunhui Xia

affiliation not provided to SSRN

SCHOLARLY PAPERS

4

DOWNLOADS

143

TOTAL CITATIONS

0

Scholarly Papers (4)

ReProTS: Reprogrammed Prompting for Time Series Forecasting with Frozen Large Language Models

Number of pages: 16 Posted: 08 Nov 2025
Junjie Yang, Jiqiang Tang, Zunhui Xia and Yali Han
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 37 (1,252,562)

Abstract:

Loading...

time series forecasting, Large Language Models, Prompt Reprogramming, Structured Prompt Generation, Cross-Modal Alignment

ReProTS: Reprogrammed Prompting for Time Series Forecasting with Frozen Large Language Models

Number of pages: 16 Posted: 29 Sep 2025
Junjie Yang, Jiqiang Tang, Zunhui Xia and Yali Han
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 26 (1,415,710)

Abstract:

Loading...

Time series forecasting, large language models, Prompt Reprogramming, Structured Prompt Generation, Cross-Modal Alignment

2.

CM-CGNS: Cross-Modal Clustering-Guided Negative Sampling for Self-Supervised Joint Learning from Medical Images and Reports

Number of pages: 12 Posted: 21 Jan 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Chongqing University of Technology (CQUT), Chongqing Medical University, University of Leicester - School of Computing and Mathematical Sciences and Southwest University
Downloads 30 (1,318,317)

Abstract:

Loading...

Clustering-guided negative sampling, Contrastive Learning, Masked image reconstruction, Multimodal self-supervised learning

3.

Reprots: Reprogrammed Prompting for Time Series Forecasting with Frozen Large Language Models

Number of pages: 16 Posted: 14 Jul 2025
Junjie Yang, Jiqiang Tang, Zunhui Xia and Yali Han
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 26 (1,372,601)

Abstract:

Loading...

Time Series Forecasting, Large Language Models, Prompt Reprogramming, Structured Prompt Generation, Cross-Modal Alignment

4.

Dmaf-Net: An Effective Modality Rebalancing Framework for Incomplete Multi-Modal Medical Image Segmentation

Number of pages: 12 Posted: 07 Aug 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Leicester - School of Computing and Mathematical Sciences
Downloads 24 (1,411,822)

Abstract:

Loading...

Dynamic modality-aware fusion, Dynamic training monitoring strategy, Incomplete multi-modal segmentation, Modality imbalance, Relation and prototype distillation