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npx versuz@latest install hiyenwong-ai-collection-collection-skills-better-exploration-with-parameter-noisegit clone https://github.com/hiyenwong/ai_collection.gitcp ai_collection/SKILL.MD ~/.claude/skills/hiyenwong-ai-collection-collection-skills-better-exploration-with-parameter-noise/SKILL.md--- name: better-exploration-with-parameter-noise---better-e description: Skill for AI agent capabilities --- # better-exploration-with-parameter-noise - Better exploration with parameter noise ## Description We’ve found that adding adaptive noise to the parameters of reinforcement learning algorithms frequently boosts performance. This exploration method is simple to implement and very rarely decreases performance, so it’s worth trying on any problem. **Source:** https://openai.com/index/better-exploration-with-parameter-noise **Date:** Thu, 27 Jul 2017 07:00:00 GMT **Category:** OpenAI Research ## Activation Keywords - better exploration with parameter noise - openai better-exploration-with-parameter-noise - better exploration with parameter noise ## 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/better-exploration-with-parameter-noise ``` ### 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 better-exploration-with-parameter-noise - Better exploration with parameter noise to my analysis. **Agent:** I'll help you apply better-exploration-with-parameter-noise. 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 better-exploration-with-parameter-noise? **Agent:** Let me search for the latest research and best practices... ## Related Skills - Other OpenAI research skills ## References - https://openai.com/index/better-exploration-with-parameter-noise --- **Created:** 2026-03-29 14:26 **Author:** Aerial (from OpenAI Research)