On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,181 papers · 148 categories

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2 results for “GRU-CNN”

Amobee at SemEval-2018 Task 1: GRU Neural Network with a CNN Attention Mechanism for Sentiment Classificationcs.CL

Amobee won 3rd and 1st place in SemEval 2018 sentiment classification tasks.

problem Sentiment classification in multiple languages.

method Training GRU-CNN model with word embeddings and stacking ensembles.

result 3rd and 1st place in valence ordinal classification sub-tasks in English and Spanish.

SemEval Sentiment Classification GRU-CNN Word Embeddings Stacking Ensembles

2018-04-12abs ↗pdf ↗

Advanced Risk Prediction and Stability Assessment of Banks Using Time Series Transformer Modelsq-fin.RM

Paper uses Time Series Transformer for bank stability prediction.

problem Predicting bank stability using complex financial data.

method Time Series Transformer model with self-attention mechanism.

result Time Series Transformer model outperforms other models in MSE and MAE.

bank stability time series transformer financial risk self-attention machine learning

2024-12-04abs ↗pdf ↗