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npx versuz@latest install hiyenwong-ai-collection-collection-skills-implicit-generation-and-generalization-methodsgit clone https://github.com/hiyenwong/ai_collection.gitcp ai_collection/SKILL.MD ~/.claude/skills/hiyenwong-ai-collection-collection-skills-implicit-generation-and-generalization-methods/SKILL.md--- name: implicit-generation-and-generalization-methods-for description: Skill for AI agent capabilities --- # implicit-generation-and-generalization-methods-for - Implicit generation and generalization methods for energy-based models ## Description We’ve made progress towards stable and scalable training of energy-based models (EBMs) resulting in better sample quality and generalization ability than existing models. Generation in EBMs spends more compute to continually refine its answers and doing so can generate samples competitive with GANs at low temperatures, while also having mode coverage guarantees of likelihood-based models. We hope these findings stimulate further research into this promising class of models. **Source:** https://openai.com/index/energy-based-models **Date:** Thu, 21 Mar 2019 07:00:00 GMT **Category:** OpenAI Research ## Activation Keywords - implicit generation and generalization methods for energy-based models - openai implicit-generation-and-generalization-methods-for - implicit generation and generalization methods for ## 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/energy-based-models ``` ### 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 implicit-generation-and-generalization-methods-for - Implicit generation and generalization methods for energy-based models to my analysis. **Agent:** I'll help you apply implicit-generation-and-generalization-methods-for. 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 implicit-generation-and-generalization-methods-for? **Agent:** Let me search for the latest research and best practices... ## Related Skills - Other OpenAI research skills ## References - https://openai.com/index/energy-based-models --- **Created:** 2026-03-29 14:26 **Author:** Aerial (from OpenAI Research)