Search Results for author: Byron Zhang

Found 3 papers, 2 papers with code

Comparing Abstraction in Humans and Large Language Models Using Multimodal Serial Reproduction

no code implementations6 Feb 2024 Sreejan Kumar, Raja Marjieh, Byron Zhang, Declan Campbell, Michael Y. Hu, Umang Bhatt, Brenden Lake, Thomas L. Griffiths

To investigate the effect language on the formation of abstractions, we implement a novel multimodal serial reproduction framework by asking people who receive a visual stimulus to reproduce it in a linguistic format, and vice versa.

ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms

1 code implementation3 Oct 2023 William Yang, Byron Zhang, Olga Russakovsky

Through comprehensive experiments, we show that OOD detectors are more sensitive to covariate shift than to semantic shift, and the benefits of recent OOD detection algorithms on semantic shift detection is minimal.

Out-of-Distribution Detection Out of Distribution (OOD) Detection

Vision-Language Dataset Distillation

2 code implementations15 Aug 2023 Xindi Wu, Byron Zhang, Zhiwei Deng, Olga Russakovsky

In this work, we design the first vision-language dataset distillation method, building on the idea of trajectory matching.

Image Classification Image-to-Text Retrieval +2

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