Siddharth Joshi

Siddharth Joshi

University of California Los Angeles - Los Angeles / United States
Engineering & Technology / Computer Science
AD Scientific Index ID: 5549749
University of California
person_outline Siddharth Joshi's MOST POPULAR ARTICLES
1-) Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the LeastS Joshi, B MirzasoleimanInternational Conference on Machine Learning (ICML), 2023., 202311*2023
2-) Towards Mitigating Spurious Correlations in the Wild: A Benchmark & a more Realistic DatasetS Joshi, Y Yang, Y Xue, W Yang, B MirzasoleimanarXiv preprint arXiv:2306.11957, 202372023
3-) Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature SuppressionY Xue, S Joshi, E Gan, PY Chen, B MirzasoleimanInternational Conference on Machine Learning (ICML), 2023., 202362023
4-) Understanding the Robustness of Multi-modal Contrastive Learning to Distribution ShiftY Xue, S Joshi, D Nguyen, B MirzasoleimanThe Twelfth International Conference on Learning Representations (ICLR), 2024., 202372023
5-) Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over QuantityS Joshi, A Jain, A Payani, B MirzasoleimanInternational Conference on Artificial Intelligence and Statistics (AISTATS …, 202462024