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20212026
most citedReliable Representations Make A Stronger Defender: Unsupervised Structure Refinement for Robust GNN

66 citations · 162 across the 35 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.CY2024

Financial Risk Assessment via Long-term Payment Behavior Sequence Folding

Yiran Qiao, Yateng Tang, Xiang Ao +4

Online inclusive financial services encounter significant financial risks due to their expansive user base and low default costs. By real-world practice, we reveal that utilizing l…

cs.CV2024

Adapting Vision-Language Models to Open Classes via Test-Time Prompt Tuning

Zhengqing Gao, Xiang Ao, Xu-Yao Zhang +1

Adapting pre-trained models to open classes is a challenging problem in machine learning. Vision-language models fully explore the knowledge of text modality, demonstrating strong…

cs.LG2024★ 1 cited

LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework

Yiran Qiao, Xiang Ao, Yang Liu +3

Recent prevailing works on graph machine learning typically follow a similar methodology that involves designing advanced variants of graph neural networks (GNNs) to maintain the s…

q-fin.CP2024

AlphaForge: A Framework to Mine and Dynamically Combine Formulaic Alpha Factors

Hao Shi, Weili Song, Xinting Zhang +5

The complexity of financial data, characterized by its variability and low signal-to-noise ratio, necessitates advanced methods in quantitative investment that prioritize both perf…

cs.CL2024★ 1 cited

EFSA: Towards Event-Level Financial Sentiment Analysis

Tianyu Chen, Yiming Zhang, Guoxin Yu +4

In this paper, we extend financial sentiment analysis~(FSA) to event-level since events usually serve as the subject of the sentiment in financial text. Though extracting events fr…