Neural scaling laws in robotics
Unknown
A study quantifying neural scaling laws for Robot Foundation Models to guide data and model scaling in robotics.
A comprehensive index of artificial intelligence and machine-learning research with AI-generated summaries, citation metrics, and direct links to papers and code.
Unknown
A study quantifying neural scaling laws for Robot Foundation Models to guide data and model scaling in robotics.
Unknown
A comprehensive review of foundation models in robotics, covering methods, models, datasets, challenges, and future research directions.
Jens Kober, J. Andrew Bagnell, Jan Peters
A comprehensive survey of reinforcement learning for robot behavior generation, highlighting key challenges, successes, and the trade-offs between model-based/model-free and value-function/policy-search methods.
Unknown
A survey of sim-to-real transfer techniques in deep reinforcement learning for robotics, focusing on end-to-end approaches and relevant applications.
Unknown
This survey systematically reviews the integration of foundation models into robotics for embodied AI, categorizing datasets and discussing challenges and future directions.
Unknown
This survey reviews model-based reinforcement learning methods and their applications in robotics, highlighting their advantages and discussing future applicability.
Kento Kawaharazuka, T. Matsushima, Andrew Gambardella, et al.
This paper reviews the application of foundation models in real-world robotics, categorizing approaches and discussing challenges and future directions.
Unknown
This paper proposes a framework for edge general intelligence using agentic AI and agentification, demonstrated through UAV swarms, vehicular networks, and edge robotics.
Mohsen Soori, Behrooz Arezoo, Roza Dastres
This review surveys how AI, ML, and DL are transforming advanced robotics across autonomous navigation, cobots, manufacturing, aviation, and transportation.
Sai Vemprala, Rogerio Bonatti, Arthur Bucker, et al.
This paper presents a strategy combining prompt engineering and a high-level function library to enable ChatGPT for diverse robotics tasks, and introduces the PromptCraft research tool.