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.

168,657 papers · 148 categories

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3 results for “graph2vec”

DeFi: data-driven characterisation of Uniswap v3 ecosystem & an ideal crypto law for liquidity poolsq-fin.TR

Study characterizes Uniswap v3 liquidity pools using transaction graphs and identifies ideal trading conditions.

problem Computational expense in analyzing the full Uniswap v3 ecosystem.

method Extracted and analyzed a sub-universe of liquidity pools, using transaction graphs and graph2vec algorithm.

result Identified seven clusters of liquidity takers with similar trading preferences and introduced an ideal crypto law.

Uniswap v3 liquidity pools transaction graphs graph2vec ideal crypto law

2022-12-20abs ↗pdf ↗

word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Datacs.LG

The paper explores theories behind graph and relational data vector embeddings.

problem Understanding the foundations of vector embeddings for graphs and relational structures.

method Proposes two theoretical approaches to understand vector embeddings.

result Draws connections between various embedding techniques and suggests future research directions.

vector embeddings graph structures machine learning knowledge representation theoretical foundations

2020-03-27abs ↗pdf ↗

InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximizationcs.LG

This paper studies learning the representations of whole graphs in both unsupervised and semi-supervised scenarios. Graph-level representations are critical in a variety of real-world applications such as predicting the properties of molecules and community analysis in social networks. Traditional graph kernel based me…

2019-07-31abs ↗pdf ↗