Beyond Separability: Analyzing the Linear Transferability of Contrastive
Representations to Related Subpopulations

Beyond Separability: Analyzing the Linear Transferability of Contrastive Representations to Related Subpopulations

6 April 2022

Jeff Z. HaoChen

Papers citing "Beyond Separability: Analyzing the Linear Transferability of Contrastive Representations to Related Subpopulations"

11 / 11 papers shown

Title
Cross-Entropy Is All You Need To Invert the Data Generating Process Patrik Reizinger Alice Bizeul Attila Juhos Julia E. Vogt Randall Balestriero Wieland Brendel David Klindt SSL OOD BDL DRL 102 3 0 29 Oct 2024
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 71 3 0 05 Jun 2024
Theoretical Analysis of Weak-to-Strong Generalization Hunter Lang David Sontag Aravindan Vijayaraghavan 21 19 0 25 May 2024
Better Representations via Adversarial Training in Pre-Training: A Theoretical Perspective Yue Xing Xiaofeng Lin Qifan Song Yi Tian Xu Belinda Zeng Guang Cheng SSL 15 0 0 26 Jan 2024
COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised Learning Chuizheng Meng Yihe Dong Sercan Ö. Arik Yan Liu Tomas Pfister CML AI4TS 21 0 0 01 Nov 2023
ASSET: Robust Backdoor Data Detection Across a Multiplicity of Deep Learning Paradigms Minzhou Pan Yi Zeng Lingjuan Lyu X. Lin R. Jia AAML 24 35 0 22 Feb 2023
Joint Embedding Self-Supervised Learning in the Kernel Regime B. Kiani Randall Balestriero Yubei Chen S. Lloyd Yann LeCun SSL 41 13 0 29 Sep 2022
TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning Yixuan Su Fangyu Liu Zaiqiao Meng Tian Lan Lei Shu Ehsan Shareghi Nigel Collier 137 57 0 07 Nov 2021
In-N-Out: Pre-Training and Self-Training using Auxiliary Information for Out-of-Distribution Robustness Sang Michael Xie Ananya Kumar Robbie Jones Fereshte Khani Tengyu Ma Percy Liang OOD 160 62 0 08 Dec 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 252 3,369 0 09 Mar 2020
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 179 789 0 19 Feb 2009