8 citations · 19 across the 11 of their papers we have counts for
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q-fin.ST2024
Evaluating Financial Relational Graphs: Interpretation Before Prediction
Yingjie Niu, Lanxin Lu, Rian Dolphin +2
Accurate and robust stock trend forecasting has been a crucial and challenging task, as stock price changes are influenced by multiple factors. Graph neural network-based methods h…
cs.LG2024
Contrastive Learning of Asset Embeddings from Financial Time Series
Rian Dolphin, Barry Smyth, Ruihai Dong
Representation learning has emerged as a powerful paradigm for extracting valuable latent features from complex, high-dimensional data. In financial domains, learning informative r…
cs.CL2024★ 2 cited
Extracting Structured Insights from Financial News: An Augmented LLM Driven Approach
Rian Dolphin, Joe Dursun, Jonathan Chow +3
Financial news plays a crucial role in decision-making processes across the financial sector, yet the efficient processing of this information into a structured format remains chal…