AEPsych

AEPsych

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›About

About

  • Introduction
  • Papers related to AEPsych

General

  • Getting Started with AEPsych
  • Writing Config Files
  • AEPsych clients

Background materials

  • A brief introduction to Psychophysics
  • A brief introduction to Gaussian Process active learning

For developers

  • API Overview
  • Database Overview
  • Server API Overview

Advanced topics

  • Advanced Strategy Configuration
  • Advanced Parameter Configuration
  • Active Learning Speedups
  • Extensions
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Papers related to AEPsych

The main reference for AEPsych is:

@misc{owen2021aepsych,
  doi = {10.48550/ARXIV.2104.09549},
  url = {https://arxiv.org/abs/2104.09549},
  author = {Owen, Lucy and Browder, Jonathan and Letham, Benjamin and Stocek, Gideon and Tymms, Chase and Shvartsman, Michael},
  keywords = {Methodology (stat.ME), Neurons and Cognition (q-bio.NC), FOS: Computer and information sciences, FOS: Computer and information sciences, FOS: Biological sciences, FOS: Biological sciences},
  title = {Adaptive Nonparametric Psychophysics},
  publisher = {arXiv},
  year = {2021},
  copyright = {Creative Commons Attribution Non Commercial No Derivatives 4.0 International}
}

Papers on AEPsych methods

  • A Semi-Parametric Model for Decision Making in High-Dimensional Sensory Discrimination Tasks. Stephen Keeley, Benjamin Letham, Chase Tymms, Craig Sanders, Michael Shvartsman. AAAI 2023.
  • Look-Ahead Acquisition Functions for Bernoulli Level Set Estimation. Benjamin Letham, Phillip Guan, Chase Tymms, Eytan Bakshy, Michael Shvartsman. AISTATS 2022.
  • Adaptive Nonparametric Psychophysics. Lucy Owen, Jonathan Browder, Benjamin Letham, Gideon Stocek, Chase Tymms, Michael Shvartsman. arXiv, 2021.

Papers and abstracts using AEPsych

To add your paper here, feel free to submit a pull request or get in touch!

  • Perceptual Requirements for Eye-Tracked Distortion Correction in VR. Phillip Guan, Olivier Mercier, Michael Shvartsman, Douglas Lanman. SIGGRAPH 2022.
  • Persistence-optimization based on task performance in VR. Xiuyun Wu, Scott Murdison. SID Display Week 2022 (unpublished abstract).
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  • Papers on AEPsych methods
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