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Automated Research Assistant

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Automated Research Assistant

Introduction
Basic Tutorials
Basic Tutorials
- 1 - Components
  1 - Components
- 2 - Loop Constructs
- 3 - Functional Workflow
- 4 - Customization
Use Case Tutorials
Use Case Tutorials
- Closed-Loop Psychophysics Study
  Closed-Loop Psychophysics Study
- Closed-Loop Two-Armed Bandit Study
  Closed-Loop Two-Armed Bandit Study
User Guide
User Guide
- Installation
- Terminology
- Cheat Sheet
- States and Workflows
  States and Workflows
  - AutoRA Variables
  - States
    States
    
    Overview
    
    Basic Usage
    
    Combining Experimentalists with States
  - Workflows with States
    Workflows with States
    
    Overview
    
    Dynamically Altering the State
  - Workflows for HPCs
    
    Workflows for HPCs
    
    Basic Usage
    
    Using Cylc
    
    Using Cylc and Slurm
- Theorists
  Theorists
  - DARTS
    
    DARTS
    
    Quickstart
    
    How It Works
    
    Meta Parameters
    
    Search Space
    
    Examples
    Examples
    
    Basic Usage
    
    Weber-Fechner Law
  - BMS
    
    BMS
    
    Quickstart
    
    How It Works
    
    Meta Parameters
    
    Search Space
    
    Examples
    Examples
    
    Basic Usage
  - BSR
    
    BSR
    
    Quickstart
    
    How It Works
    
    Meta Parameters
    
    Search Space
    
    Examples
    Examples
    
    Basic Usage
- Experimentalists
  Experimentalists
  - Pipeline
  - Random
    
    Random
    
    Quickstart
  - Grid
    
    Grid
    
    Quickstart
  - Novelty
    
    Novelty
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Inequality
    
    Inequality
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Nearest Value
    
    Nearest Value
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Model Disagreement
    
    Model Disagreement
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Uncertainty
    
    Uncertainty
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Leverage
    
    Leverage
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Falsification
    
    Falsification
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Mixture
    
    Mixture
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
  - Prediction Filter
    
    Prediction Filter
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
    
    Usage On State
  - Bandit Random
    
    Bandit Random
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
- Experiment Runners
  Experiment Runners
  - Synthetic
    
    Synthetic
    
    Quickstart
    
    Example
    Example
    
    Abstract
    Abstract
    
    LMM
    
    Basic Equation
    
    Equation Sampling
    
    Economics
    Economics
    
    Expected Value Theory
    
    Prospect Theory
    
    Neuroscience
    Neuroscience
    
    Task Switching
    
    Psychology
    Psychology
    
    Exponential Learning
    
    Luce Choice Ratio
    
    Q Learning
    
    Psychophysics
    Psychophysics
    
    Weber Fechner Law
  - Behavioral Web Experiments
    
    Behavioral Web Experiments
    
    Example
    
    Using Firebase
    
    Firebase-Prolific Runner
    
    Firebase-Prolific Runner
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
    
    Firebase Experimentation Manager
    
    Firebase Experimentation Manager
    
    Quickstart
    
    Examples
    Examples
    
    SweetPea
    
    Prolific Recruitment Manager
    
    Prolific Recruitment Manager
    
    Quickstart
    
    Examples
    Examples
    
    Basic Usage
Contributor Guide
Contributor Guide
- Modules
  Modules
- Core
- Notebooks
- Development Setup
- Pre-Commit Hooks
Code Reference
Code Reference
- autora
  autora
  - experiment_runner
    experiment_runner
    
    synthetic
    synthetic
    
    abstract
    abstract
    
    equation
    
    equation
    
    lmm
    
    template_experiment
    
    economics
    economics
    
    expected_value_theory
    
    prospect_theory
    
    neuroscience
    neuroscience
    
    task_switching
    
    psychology
    psychology
    
    exp_learning
    
    luce_choice_ratio
    
    q_learning
    
    psychophysics
    psychophysics
    
    stevens_power_law
    
    weber_fechner_law
    
    utilities
    
    firebase_prolific
    
    firebase_prolific
  - experimentalist
    experimentalist
    
    bandit_random
    
    bandit_random
    
    grid
    
    pipeline
    
    random
    
    utils
    
    model_disagreement
    
    model_disagreement
    
    falsification
    
    falsification
    
    popper_net
    
    utils
    
    inequality
    
    inequality
    
    leverage
    
    leverage
    
    mixture
    
    mixture
    
    nearest_value
    
    nearest_value
    
    novelty
    
    novelty
    
    prediction_filter
    
    prediction_filter
    
    uncertainty
    
    uncertainty
  - theorist
    theorist
    
    bms
    
    bms
    
    fit_prior
    
    mcmc
    
    parallel
    
    prior
    
    regressor
    
    utils
    
    bsr
    
    bsr
    
    funcs
    
    misc
    
    node
    
    operation
    
    prior
    
    regressor
    
    darts
    
    darts
    
    architect
    
    dataset
    
    fan_out
    
    model_search
    
    operations
    
    regressor
    
    utils
    
    visualize
  - serializer
    
    serializer
    
    yaml_
  - state
  - utils
    utils
    
    deprecation
    
    dictionary
  - variable
    
    variable
    
    time
  - workflow
    workflow
    
    __main__

Firebase Experimentation Manager

Firebase Experimentation Manager provides functionality to manage communication of conditions and observations between AutoRA and an experiment on Firebase.