Siddharth Joshi

15 papers A* 5A 1Journal 9
YearRankTypeTitle / Venue / Authors
2025 A* conf
Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-training of Deep Networks.
ICLR
Siddharth Joshi, Jiayi Ni, Baharan Mirzasoleiman
2025 J jnl
MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation.
CoRR
Siddharth Joshi, Besmira Nushi, Vidhisha Balachandran, Varun Chandrasekaran, Vibhav Vineet, Neel Joshi, Baharan Mirzasoleiman
2025 J jnl
MM-GEN: Principled and Generalizable Data Curation for Enhancing Task Performance in VLMs.
J. Data-centric Mach. Learn. Res.
Siddharth Joshi, Besmira Nushi, Vidhisha Balachandran, Varun Chandrasekaran, Vibhav Vineet, Neel Joshi, Baharan Mirzasoleiman
2024 A conf
Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity.
AISTATS
Siddharth Joshi, Arnav Jain, Ali Payani, Baharan Mirzasoleiman
2024 J jnl
Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity.
CoRR
Siddharth Joshi, Arnav Jain, Ali Payani, Baharan Mirzasoleiman
2024 J jnl
Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-Training of Deep Networks.
CoRR
Siddharth Joshi, Jiayi Ni, Baharan Mirzasoleiman
2024 A* conf
Investigating the Benefits of Projection Head for Representation Learning.
ICLR
Yihao Xue, Eric Gan, Jiayi Ni, Siddharth Joshi, Baharan Mirzasoleiman
2024 J jnl
Investigating the Benefits of Projection Head for Representation Learning.
CoRR
Yihao Xue, Eric Gan, Jiayi Ni, Siddharth Joshi, Baharan Mirzasoleiman
2024 A* conf
Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift.
ICLR
Yihao Xue, Siddharth Joshi, Dang Nguyen, Baharan Mirzasoleiman
2023 J jnl
Data-Efficient Contrastive Self-supervised Learning: Easy Examples Contribute the Most.
CoRR
Siddharth Joshi, Baharan Mirzasoleiman
2023 A* conf
Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the Least.
ICML
Siddharth Joshi, Baharan Mirzasoleiman
2023 J jnl
Towards Mitigating Spurious Correlations in the Wild: A Benchmark & a more Realistic Dataset.
CoRR
Siddharth Joshi, Yu Yang, Yihao Xue, Wenhan Yang, Baharan Mirzasoleiman
2023 J jnl
Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift.
CoRR
Yihao Xue, Siddharth Joshi, Dang Nguyen, Baharan Mirzasoleiman
2023 A* conf
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression.
ICML
Yihao Xue, Siddharth Joshi, Eric Gan, Pin-Yu Chen, Baharan Mirzasoleiman
2023 J jnl
Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression.
CoRR
Yihao Xue, Siddharth Joshi, Eric Gan, Pin-Yu Chen, Baharan Mirzasoleiman