Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift
Paper • 2310.04971 • Published
Siddharth Joshi
sjoshi804-datologyai
AI & ML interests
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Organizations
authored 8
papers 4 months ago
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression
Paper • 2305.16536 • Published
Investigating the Benefits of Projection Head for Representation Learning
Paper • 2403.11391 • Published
Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity
Paper • 2403.12267 • Published
MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation
Paper • 2501.04155 • Published
BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining
Paper • 2508.10975 • Published • 60
Luxical: High-Speed Lexical-Dense Text Embeddings
Paper • 2512.09015 • Published
DatBench: Discriminative, Faithful, and Efficient VLM Evaluations
Paper • 2601.02316 • Published • 10