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• W3113184484 abstract "A common vision from science fiction is that robots will one day inhabit our physical spaces, sense the world as we do, assist our physical labours, and communicate with us through natural language. Here we study how to design artificial agents that can interact naturally with humans using the simplification of a virtual environment. This setting nevertheless integrates a number of the central challenges of artificial intelligence (AI) research: complex visual perception and goal-directed physical control, grounded language comprehension and production, and multi-agent social interaction. To build agents that can robustly interact with humans, we would ideally train them while they interact with humans. However, this is presently impractical. Therefore, we approximate the role of the human with another learned agent, and use ideas from inverse reinforcement learning to reduce the disparities between human-human and agent-agent interactive behaviour. Rigorously evaluating our agents poses a great challenge, so we develop a variety of behavioural tests, including evaluation by humans who watch videos of agents or interact directly with them. These evaluations convincingly demonstrate that interactive training and auxiliary losses improve agent behaviour beyond what is achieved by supervised learning of actions alone. Further, we demonstrate that agent capabilities generalise beyond literal experiences in the dataset. Finally, we train evaluation models whose ratings of agents agree well with human judgement, thus permitting the evaluation of new agent models without additional effort. Taken together, our results in this virtual environment provide evidence that large-scale human behavioural imitation is a promising tool to create intelligent, interactive agents, and the challenge of reliably evaluating such agents is possible to surmount." @default.
• W3113184484 created "2020-12-21" @default.
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• W3113184484 date "2020-12-10" @default.
• W3113184484 modified "2023-09-27" @default.
• W3113184484 title "Imitating Interactive Intelligence" @default.
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• W3113184484 cites W2842511635 @default.
• W3113184484 cites W2944828972 @default.
• W3113184484 cites W2952581030 @default.
• W3113184484 cites W2962715211 @default.
• W3113184484 cites W2962957031 @default.
• W3113184484 cites W2963150697 @default.
• W3113184484 cites W2963277051 @default.
• W3113184484 cites W2963328631 @default.
• W3113184484 cites W2963341956 @default.
• W3113184484 cites W2963403868 @default.
• W3113184484 cites W2963800628 @default.
• W3113184484 cites W2963921132 @default.
• W3113184484 cites W2963925437 @default.
• W3113184484 cites W2964043796 @default.
• W3113184484 cites W2964121744 @default.
• W3113184484 cites W2964263543 @default.
• W3113184484 cites W2970469901 @default.
• W3113184484 cites W2977505966 @default.
• W3113184484 cites W2982316857 @default.
• W3113184484 cites W2989818084 @default.
• W3113184484 cites W2990152177 @default.
• W3113184484 cites W2994803089 @default.
• W3113184484 cites W3001279689 @default.
• W3113184484 cites W3004125788 @default.
• W3113184484 cites W3004815632 @default.
• W3113184484 cites W3005188920 @default.
• W3113184484 cites W3012990076 @default.
• W3113184484 cites W3025552214 @default.
• W3113184484 cites W3028821797 @default.
• W3113184484 cites W3030163527 @default.
• W3113184484 cites W3047499204 @default.
• W3113184484 cites W3084747096 @default.
• W3113184484 cites W3102497351 @default.

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