No "Zero-Shot" Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance

Item #:

079017-1973

Details

DOI: https://doi.org/10.52202/079017-1973
Author(s): Samuel Albanie, Matthias Bethge, Adel Bibi, Adhiraj Ghosh, Ameya Prabhu, Yash Sharma, Philip Torr, Vishaal Udandarao
Pages: 61735-61792 (58 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

DOI: https://doi.org/10.52202/079017-1973
Author(s): Samuel Albanie, Matthias Bethge, Adel Bibi, Adhiraj Ghosh, Ameya Prabhu, Yash Sharma, Philip Torr, Vishaal Udandarao
Pages: 61735-61792 (58 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)