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20202026
most citedA Closer Look at Model Adaptation using Feature Distortion and Simplicity Bias

4 citations · 7 across the 17 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.LG2022★ 2 cited

Analyzing Data-Centric Properties for Graph Contrastive Learning

Puja Trivedi, Ekdeep Singh Lubana, Mark Heimann +2

Recent analyses of self-supervised learning (SSL) find the following data-centric properties to be critical for learning good representations: invariance to task-irrelevant semanti…

cs.LG2022

Exploring the Design of Adaptation Protocols for Improved Generalization and Machine Learning Safety

Puja Trivedi, Danai Koutra, Jayaraman J. Thiagarajan

While directly fine-tuning (FT) large-scale, pretrained models on task-specific data is well-known to induce strong in-distribution task performance, recent works have demonstrated…