Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)

1 code implementation • 3 May 2022 • Alex Fang, Gabriel Ilharco, Mitchell Wortsman, Yuhao Wan, Vaishaal Shankar, Achal Dave, Ludwig Schmidt

Contrastively trained image-text models such as CLIP, ALIGN, and BASIC have demonstrated unprecedented robustness to multiple challenging natural distribution shifts.

Mix and Match: Markov Chains & Mixing Times for Matching in Rideshare

no code implementations • 30 Nov 2019 • Michael J. Curry, John P. Dickerson, Karthik Abinav Sankararaman, Aravind Srinivasan, Yuhao Wan, Pan Xu

Rideshare platforms such as Uber and Lyft dynamically dispatch drivers to match riders' requests.

reinforcement-learning