"FALCON: FLOP-Aware Combinatorial Optimization for Neural Network Pruning."

Xiang Meng, Wenyu Chen, Riade Benbaki, and Rahul Mazumder. In International Conference on Artificial Intelligence and Statistics (AISTATS ’24), 2024. arXiv Preprint.

"FAST: An Optimization Framework for Fast Additive Segmentation in Transparent ML."

Brian Liu and Rahul Mazumder. In 30th SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 24), 2024. arXiv Preprint.

"Fast and Scalable Ensemble Learning Method for Versatile Polygenic Risk Prediction."

Chen, Tony, Haoyu Zhang, Rahul Mazumder, and Xihong Lin. Proceedings of the National Academy of Sciences Vol. 121, No. 33 (2024): e240321012.

"OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization."

Xiang Meng, Shibal Ibrahim, Kayhan Behdin, Hussein Hazimeh, Natalia Ponomareva, and Rahul Mazumder. In International Conference on Machine Learning (ICML ’24), 2024. arXiv Preprint.

"PolyCD: Optimization via Cycling through the Vertices of a Polytope."

Mazumder, Rahul and Haoyue Wang. SIAM Journal on Optimization Vol. 34, No. 4 (2024).

"Sparse NMF with Archetypal Regularization: Computational and Robustness Properties."

Behdin, Kayhan and Rahul Mazumder. Journal of Machine Learning Research Vol. 25, No. 36 (2024): 1-62. arXiv Preprint.

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