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.

168,932 papers · 148 categories

Trend · papers per month

count% of corpus
0.3%0.5%0.8%0.1% · Feb 202419922001200920172026
3 results for “Multi-Element”
Multi-Element Long Distance Dependencies: Using SPk Languages to Explore the Characteristics of Long-Distance Dependenciescs.LG

This paper uses SPk languages to explore LDD characteristics and multi-element dependencies.

problem Understanding and modeling Long Distance Dependencies (LDDs) with multi-element interactions.
method Generated datasets with various properties using Strictly k-Piecewise languages, analyzed using mutual information.
result The number of interacting elements in a dependency is a key characteristic of LDDs.
Long Distance DependenciesStrictly k-PiecewiseMutual InformationMulti-ElementAttention Mechanisms
2019-07-13abs ↗pdf ↗
Unified Discrete Diffusion for Categorical Datacs.LG

Unified discrete diffusion for categorical data simplifies training and sampling.

problem Training and sampling in discrete diffusion models for categorical data.
method Mathematical simplifications and elegant unification of discrete-time and continuous-time discrete diffusion.
result Unified Simplified Discrete Denoising Diffusion (USD3) outperforms SOTA baselines.
discrete diffusioncategorical datatrainingsamplingvariational lower bound
2024-02-06abs ↗pdf ↗