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Career

· Assistant Professor, UCLA

Publications (108)

Coresets for Data-efficient Training of Machine Learning Models
International Conference on Machine Learning · 2019
452
cited
Lazier Than Lazy Greedy
AAAI Conference on Artificial Intelligence · 2014
445
cited
Selection Via Proxy: Efficient Data Selection For Deep Learning
International Conference on Learning Representations · 2019
427
cited
Streaming submodular maximization: massive data summarization on the fly
Knowledge Discovery and Data Mining · 2014
369
cited
Distributed Submodular Maximization
Journal of machine learning research · 2013
209
cited
Fast Constrained Submodular Maximization: Personalized Data Summarization
International Conference on Machine Learning · 2016
180
cited
Guaranteed Non-convex Optimization: Submodular Maximization over Continuous Domains
International Conference on Artificial Intelligence and Statistics · 2016
157
cited
Cascaded failures in weighted networks.
Physical review. E, Statistical, nonlinear, and soft matter physics · 2011
153
cited
Coresets for Robust Training of Deep Neural Networks against Noisy Labels
Neural Information Processing Systems · 2020
91
cited
Deletion-Robust Submodular Maximization: Data Summarization with "the Right to be Forgotten"
International Conference on Machine Learning · 2017
91
cited
Streaming Non-monotone Submodular Maximization: Personalized Video Summarization on the Fly
AAAI Conference on Artificial Intelligence · 2017
88
cited
Adaptive Second Order Coresets for Data-efficient Machine Learning
International Conference on Machine Learning · 2022
83
cited
GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training
arXiv.org · 2021
73
cited
Investigating Why Contrastive Learning Benefits Robustness Against Label Noise
International Conference on Machine Learning · 2022
67
cited
CrossWalk: Fairness-enhanced Node Representation Learning
AAAI Conference on Artificial Intelligence · 2021
61
cited
Distributed Submodular Cover: Succinctly Summarizing Massive Data
Neural Information Processing Systems · 2015
61
cited
Mitigating Spurious Correlations in Multi-modal Models during Fine-tuning
International Conference on Machine Learning · 2023
60
cited
On the Fairness of Time-Critical Influence Maximization in Social Networks
IEEE Transactions on Knowledge and Data Engineering · 2019
57
cited
Fast Distributed Submodular Cover: Public-Private Data Summarization
Neural Information Processing Systems · 2016
53
cited
Towards Sustainable Learning: Coresets for Data-efficient Deep Learning
International Conference on Machine Learning · 2023
52
cited
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Baharan Mirzasoleiman | Researcher Profile | Sotabase | Sotabase