Perspectives on the State and Future of Deep Learning - 2023

December 07, 2023 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Micah Goldblum, Anima Anandkumar, Richard Baraniuk, Tom Goldstein, Kyunghyun Cho, Zachary C Lipton, Melanie Mitchell, Preetum Nakkiran, Max Welling, Andrew Gordon Wilson arXiv ID 2312.09323 Category cs.AI: Artificial Intelligence Cross-listed cs.LG Citations 5 Venue arXiv.org Last Checked 4 months ago
Abstract
The goal of this series is to chronicle opinions and issues in the field of machine learning as they stand today and as they change over time. The plan is to host this survey periodically until the AI singularity paperclip-frenzy-driven doomsday, keeping an updated list of topical questions and interviewing new community members for each edition. In this issue, we probed people's opinions on interpretable AI, the value of benchmarking in modern NLP, the state of progress towards understanding deep learning, and the future of academia.
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