基本信息
views: 0
![](https://originalfileserver.aminer.cn/sys/aminer/icon/show-trajectory.png)
Bio
Research
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 28 篇Author StatisticsCo-AuthorSimilar Experts
By YearBy Citation主题筛选期刊级别筛选合作者筛选合作机构筛选
时间
引用量
主题
期刊级别
合作者
合作机构
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)
Cited0Views0Bibtex
0
0
ACM Conference on Human Factors in Computing Systemspp.566:1-566:15, (2024)
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)
Thomas Breideband,Jeffrey Bush,Chelsea Chandler,Michael Chang,Rachel Dickler,Peter Foltz,Ananya Ganesh, Rachel Lieber,William R. Penuel, Jason G. Reitman,John Weatherley,Sidney D'Mello
CSCW '23 Companion: Computer Supported Cooperative Work and Social Computingpp.376-380, (2023)
CoRR (2021)
Cited134Views0EIBibtex
134
0
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019) (2019): 3681-3692
Cited184Views0EIBibtex
184
0
Load More
Author Statistics
Co-Author
Co-Institution
D-Core
- 合作者
- 学生
- 导师
Data Disclaimer
The page data are from open Internet sources, cooperative publishers and automatic analysis results through AI technology. We do not make any commitments and guarantees for the validity, accuracy, correctness, reliability, completeness and timeliness of the page data. If you have any questions, please contact us by email: report@aminer.cn