Understanding the Robustness of Multi-modal Contrastive Learning to
Distribution Shift

Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift

8 October 2023

Siddharth Joshi

Dang Nguyen

Baharan Mirzasoleiman

Papers citing "Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift"

6 / 6 papers shown

Title
CyCLIP: Cyclic Contrastive Language-Image Pretraining Shashank Goel Hritik Bansal S. Bhatia Ryan A. Rossi Vishwa Vinay Aditya Grover CLIP VLM 160 131 0 28 May 2022
Understanding Deep Contrastive Learning via Coordinate-wise Optimization Yuandong Tian 43 26 0 29 Jan 2022
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 130 258 0 12 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 131 368 0 09 May 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014