From the 1 of 34 linked papers with an AI index.
34 papers
MINT: Tensor Decomposition on Stacked Recurrence Matrices for Time Series Data Mining
Kaamil Kaka, Audrey Der, Evangelos E. Papalexakis +2
Recurrence plots are a time series data mining primitive applied to a variety of domains (e.g. star light curves, sound waveforms, CCT telemetry). This work proposes tensorized sel…
Field Aware Agent Skill Retrieval
Paimon Goulart, Liang Wu, Kelly Wan +2
As lifelong learning agents accumulate lifelong growing skill banks, retrieving the correct skill becomes an increasingly important bottleneck. Most current skill retrieval methods…
Machine Learning for Complex Instrument Design and Optimization
Barry C. Barish, Jonathan W. Richardson, Evangelos E. Papalexakis +1
The paper discusses how machine learning can be used to analyze large operational datasets and speed up physics simulations to improve the design and performance of complex experim…
Tensor Methods: A Unified and Interpretable Approach for Material Design
Shaan Pakala, Aldair E. Gongora, Brian Giera +1
When designing new materials, it is often necessary to tailor the material design to have some desired properties. As the set of material design parameters grows, the search space…
Multi-modal Rail Crossing Safety Analysis
Paimon Goulart, Chansong Lim, NÃcolas Roque dos Santos +4
Given one or more images of a railway crossing, can we leverage visual cues that allow us to robustly estimate how safe it is? Can we improve our ability to do so by introducing st…
AnTenA: Actionable and Explainable Tensor Analysis System with Large Language Models
Dawon Ahn, Auder Der, Evangelos E. Papalexakis
Accurately explaining hidden patterns in multi-aspect data has typically been done by leveraging labels and/or accompanying auxiliary metadata. However, labels and auxiliary data m…