learning-concepts-with-energy-functions---learning

---
name: learning-concepts-with-energy-functions---learning
description: Skill for AI agent capabilities
---

# learning-concepts-with-energy-functions - Learning concepts with energy functions

## Description

We’ve developed an energy-based model that can quickly learn to identify and generate instances of concepts, such as near, above, between, closest, and furthest, expressed as sets of 2d points. Our model learns these concepts after only five demonstrations. We also show cross-domain transfer: we use concepts learned in a 2d particle environment to solve tasks on a 3-dimensional physics-based robot.

**Source:** https://openai.com/index/learning-concepts-with-energy-functions
**Date:** Wed, 07 Nov 2018 08:00:00 GMT
**Category:** OpenAI Research

## Activation Keywords

- learning concepts with energy functions
- openai learning-concepts-with-energy-functions
- learning concepts with energy functions

## Core Concepts

### Key Points

- Extract from OpenAI research paper
- See original paper for detailed methodology

## Step-by-Step Instructions

### 1. Background

```python
# Research background
# See original paper: https://openai.com/index/learning-concepts-with-energy-functions
```

### 2. Implementation

```python
# Implementation details
# Refer to OpenAI's official implementation
```

## Tools Used

- `read` - Read research papers
- `web_fetch` - Fetch online resources
- `exec` - Run implementation code

## Example Use Cases

### 1. Basic Usage

```python
# Example usage based on research
```

## Instructions for Agents
Follow these steps when applying this skill:

### Step 1: Background

## Examples

### Example 1: Basic Application

**User:** I need to apply learning-concepts-with-energy-functions - Learning concepts with energy functions to my analysis.

**Agent:** I'll help you apply learning-concepts-with-energy-functions. First, let me understand your specific use case...

**Context:** Apply the methodology

### Example 2: Advanced Scenario

**User:** Complex analysis scenario

**Agent:** Based on the methodology, I'll guide you through the advanced application...

### Example 2: Advanced Application

**User:** What are the key considerations for learning-concepts-with-energy-functions?

**Agent:** Let me search for the latest research and best practices...

## Related Skills

- Other OpenAI research skills

## References

- https://openai.com/index/learning-concepts-with-energy-functions

---

**Created:** 2026-03-29 14:26
**Author:** Aerial (from OpenAI Research)