The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

Accelerating Intelligence with AI-Generating Algorithms with Jeff Clune - #602

Dec 5, 2022
56:41

Episode guests

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Quick takeaways

  • AI-generating algorithms accelerate AGI by enabling machines to create diverse environments for learning.
  • Safety concerns arise with AIGAs as machines gain autonomy in defining environments and reward functions.

Deep dives

AI Generating Algorithms in AGI Path

AI generating algorithms (AIGAs) offer a unique approach in the path towards Artificial General Intelligence by enabling machines to create their own environments and potentially stumble upon discontinuous innovations that manual paths may not. With AIGAs, agents can train on diverse challenges, accelerating their evolution towards general intelligence. By combining architecture search, learning algorithms, and environment generation, AIGAs are expected to yield more sample-efficient reinforcement learning, allowing agents to start with a solid foundation rather than random initializations. This integration of pillars in AIGAs is likely to drive advancements towards AGI.

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