Research
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.

168,695 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Oct 201719922001200920172026
4 results for “SkipGram”
Distilling neural networks into skipgram-level decision listscs.CL

A new method explains RNNs by decision lists over skipgrams, improving explanation fidelity and interpretability.

problem Lack of understanding how input segments combine to form patterns in neural network outputs.
method Proposes a pipeline to explain RNNs using decision lists over skipgrams, creating synthetic and real-world datasets for evaluation.
result Persistently achieves high explanation fidelity and interpretable rules.
neural networksexplanationdecision listsskipgramsRNNs
2020-05-14abs ↗pdf ↗
On SkipGram Word Embedding Models with Negative Sampling: Unified Framework and Impact of Noise Distributionscs.CL

Unified framework for word embedding models using noise examples.

problem Improving word embedding models with negative sampling.
method Formulated a Word-Context Classification (WCC) framework that generalizes SkipGram word embedding models.
result The best noise distribution is the data distribution, improving both performance and training speed.
word embeddingSkipGramnegative samplingnoise distributionWCC
2020-09-02abs ↗pdf ↗
Feature Learning for Meta-Paths in Knowledge Graphscs.LG

In this thesis, we study the problem of feature learning on heterogeneous knowledge graphs. These features can be used to perform tasks such as link prediction, classification and clustering on graphs. Knowledge graphs provide rich semantics encoded in the edge and node types. Meta-paths consist of these types and abst…

2018-09-07abs ↗pdf ↗