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.

169,291 papers · 148 categories

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3 results for “platform-agnostic”

Towards the Modeling of Behavioral Trajectories of Users in Online Social Mediacs.CY

Paper models user behavior in online social media using HMMs.

problem Understanding user behavior in online social media platforms.

method Leveraging Hidden Markov Models (HMMs) to represent user behavior, deriving a model-based distance, and using spectral clustering.

result Clusters of users with similar behavioral trajectories identified.

online social media user behavior Hidden Markov Models spectral clustering platform-agnostic

2016-11-17abs ↗pdf ↗

Encapsulating models and approximate inference programs in probabilistic modulescs.AI

Paper introduces probabilistic module interface for complex models and inference.

problem Handling complex probabilistic models with latent variables and custom inference methods.

method Develops a platform-agnostic interface for encapsulating models and inference programs, allowing sound approximate inference algorithms for networks of modules.

result Sound approximate inference algorithms can be constructed for networks of probabilistic modules.

probabilistic modules latent variables approximate inference stochastic generalization MCMC

2016-12-14abs ↗pdf ↗

SMART: An Open Source Data Labeling Platform for Supervised Learningstat.ML

SMART simplifies data labeling for machine learning.

problem Creating labeled training data for machine learning.

method Intuitive web interface, active learning, inter-rater reliability.

result Reduces the need for labeled data and improves label quality.

data labeling machine learning supervised learning open source active learning

2018-12-11abs ↗pdf ↗