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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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2 results for “self-tokenization”
Generative Temporal Link Prediction via Self-tokenized Sequence Modelingcs.LG

Generative Link Sequence Modeling predicts future links in evolving networks.

problem Predicting future links in networks with evolving structures.
method Sequence modeling framework with self-tokenization to capture temporal link formation patterns.
result GLSM achieves best performance on AUC metrics compared to existing methods.
temporal networkslink predictionsequence modelingself-tokenizationgenerative models
2019-11-26abs ↗pdf ↗
Masked Generative Modeling with Enhanced Sampling Schemecs.LG

Enhanced Sampling Scheme improves masked generative modeling.

problem Limitations of existing sampling schemes in masked non-autoregressive generative modeling.
method ESS consists of three stages: Naive Iterative Decoding, Critical Reverse Sampling, and Critical Resampling.
result ESS achieves significant performance gains in unconditional and class-conditional sampling.
masked generative modelingsampling schemetime seriesunconditional samplingclass-conditional sampling
2023-09-14abs ↗pdf ↗