Ep. 53 - December 17, 2023

Episode 53 of the TechcraftingAI Robotics podcast, hosted by Brad Edwards, titled "Ep. 53 - December 17, 2023" was published on December 19, 2023 and runs 3 minutes.

December 19, 2023 ·3m · TechcraftingAI Robotics

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Summary

Robotics research summaries from arXiv for December 17, 2023. You can find summaries and links to each article ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠. Today's Themes (AI Generated) Efficient generation of open-loop stable limit cycles for legged robots using constrained optimization and direct transcription to NLP. Combining trajectory optimization and reinforcement learning for efficient, data-efficient solving of optimal control problems. Using Sobolev learning with critics to enrich training data and improve sample efficiency in actor-critic methods. Spectral radius formulations for ensuring open-loop stability of limit cycles. Using policy networks to warm start trajectory optimization and close the loop between model-based and model-free methods.

Episode Description

Today's Themes (AI Generated)

Efficient generation of open-loop stable limit cycles for legged robots using constrained optimization and direct transcription to NLP.
Combining trajectory optimization and reinforcement learning for efficient, data-efficient solving of optimal control problems.
Using Sobolev learning with critics to enrich training data and improve sample efficiency in actor-critic methods.
Spectral radius formulations for ensuring open-loop stability of limit cycles.
Using policy networks to warm start trajectory optimization and close the loop between model-based and model-free methods.