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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.

168,742 papers · 148 categories

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1 result for “TOPNet”
Task-Based Learning via Task-Oriented Prediction Network with Applications in Financecs.LG

TOPNet integrates task-based evaluation into machine learning models.

problem Non-differentiable task-based evaluation criteria in real-world applications.
method Task-Oriented Prediction Network (TOPNet) with learnable surrogate loss function.
result TOPNet significantly outperforms traditional and heuristic models in financial prediction tasks.
TOPNetmachine learningfinancepredictionsurrogate loss
2019-10-17abs ↗pdf ↗