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Our neural networks today are strikingly similar to what computing was like a hundred years ago. Back then we designed specialized electronic circuits for each different task; in the past decade we have been training specialized neural circuits for each different task. In the 1940s we developed the von Neumann architecture for computing; now our retrieval augmented transformers are doing essentially the same thing. Just as software abstractions were key to scaling our electronic circuits to the modern software stack, I believe that to shift artificial intelligence research from building learning circuits to building learning software, we also need to invent the analog of software abstractions for neural networks.
Our neural networks today are strikingly similar to what computing was like a hundred years ago. Back then we designed specialized electronic circuits for each different task; in the past decade we have been training specialized neural circuits for each different task. In the 1940s we developed the von Neumann architecture for computing; now our retrieval augmented transformers are doing essentially the same thing. Just as software abstractions were key to scaling our electronic circuits to the modern software stack, I believe that to shift artificial intelligence research from building learning circuits to building learning software, we also need to invent the analog of software abstractions for neural networks.
Research Interests
Papers共 31 篇Author StatisticsCo-AuthorSimilar Experts
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Gemini Team, Petko Georgiev, Ving Ian Lei,Ryan Burnell, Libin Bai, Anmol Gulati, Garrett Tanzer, Damien Vincent, Zhufeng Pan, Shibo Wang, Soroosh Mariooryad, Yifan Ding,
arxiv(2024)
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NeurIPS (2023)
Adaptive Agent Team,Jakob Bauer,Kate Baumli, Satinder Baveja,Feryal Behbahani,Avishkar Bhoopchand,Nathalie Bradley-Schmieg,Michael Chang, Natalie Clay,Adrian Collister,Vibhavari Dasagi,Lucy Gonzalez,
ICMLpp.1887-1935, (2023)
Vishesh Kumar,Deborah A. Fields,Paulo Blikstein,Kylie Peppler,Maggie Dahn, Mizuko Ito, Melissa Braaten,Ronni Hayden,Ricarose Roque,Michael Alan Chang,Thomas M. Philip,Marcelo Worsley,
Proceedings of the 17th International Conference of the Learning Sciences - ICLS 2023 Proceedings of the International Conference of the Learning Sciences (2023)
CSCW '23 Companion: Computer Supported Cooperative Work and Social Computingpp.376-380, (2023)
CoRR (2021)
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