no code implementations • 6 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.
1 code implementation • 3 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
2 code implementations • 15 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.