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Siddharth Joshi
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Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the Least
S Joshi, B Mirzasoleiman
International Conference on Machine Learning (ICML), 2023., 2023
8*2023
Towards Mitigating Spurious Correlations in the Wild: A Benchmark & a more Realistic Dataset
S Joshi, Y Yang, Y Xue, W Yang, B Mirzasoleiman
arXiv preprint arXiv:2306.11957, 2023
72023
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression
Y Xue, S Joshi, E Gan, PY Chen, B Mirzasoleiman
International Conference on Machine Learning (ICML), 2023., 2023
42023
Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift
Y Xue, S Joshi, D Nguyen, B Mirzasoleiman
The Twelfth International Conference on Learning Representations (ICLR), 2024., 2023
12023
Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity
S Joshi, A Jain, A Payani, B Mirzasoleiman
International Conference on Artificial Intelligence and Statistics (AISTATS …, 2024
2024
Investigating the Benefits of Projection Head for Representation Learning
Y Xue, E Gan, J Ni, S Joshi, B Mirzasoleiman
The Twelfth International Conference on Learning Representations (ICLR), 2024., 2023
2023
Low Rank Pruning via Output Perturbation
Y Liu*, S Joshi*, B Mirzasoleiman
Sparsity in Neural Networks Workshop, 2022., 2022
2022
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Articles 1–7