RM
Rahul Mazumder
stat.MLcs.LGmath.OCstat.COstat.MEmath.STstat.THgeneticscs.CVGenome-Wide Association Study
On Valency
published · living versionsW_qt8cvfm6·v1 · currentpublished
Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares
with Trevor Hastie, Jason Lee, Reza Zadeh
1 version
Preprints & journals
106 papers in the corpus · 2008–2026SPLENDID incorporates continuous genetic ancestry in biobank-scale data to improve polygenic risk prediction across diverse populations.42736360 · Chen, Tony, Zhang, Haoyu, Mazumder, Rahul et al.2026 · 0 citationsNature methods. 2026
Integrative multi-omics QTL colocalization maps regulatory architecture in aging human brain10.1101/2025.04.17.25326042v3 · Cao, X., Sun, H., Feng, R. et al.2025 · 8 citationsmedRxiv
MOONSHOT : A Framework for Multi-Objective Pruning of Vision and Large Language Models2604.13287v2 · Gabriel Afriat, Xiang Meng, Shibal Ibrahim et al.2026 · 0 citationsarXiv
Multi-task learning for sparsity pattern heterogeneity: statistical and computational perspectives.42459560 · Behdin, Kayhan, Loewinger, Gabriel, Kishida, Kenneth T et al.2026 · 0 citationsJournal of the Royal Statistical Society. Series B, Statistical methodology. 2026;88(3):1029-1059
Improved heritability partitioning and enrichment analyses using summary statistics with graphREML.42386933 · Li, Hui, Kamath, Tushar, Mazumder, Rahul et al.2026 · 0 citationsNature genetics. 2026;58(7):1573-1582
STELLAR: A flexible ensemble learning framework integrating rare variants to enhance polygenic risk prediction10.64898/2026.06.07.26355109v1 · Chen, T., Li, X., Mazumder, R. et al.2026 · 0 citationsmedRxiv
Mapping disease critical spatially variable gene programs by integrating spatial transcriptomics with human genetics10.1101/2025.09.24.678397v2 · Lee, H., Sun, H., Cao, X. et al.2025 · 0 citationsbioRxiv
Reasoning Models Can be Accurately Pruned Via Chain-of-Thought Reconstruction2509.12464v2 · Ryan Lucas, Kayhan Behdin, Zhipeng Wang et al.2025 · 0 citationsarXiv
Sparse Gaussian Graphical Models with Discrete Optimization: Computational and Statistical Perspectives2307.09366v2 · Kayhan Behdin, Wenyu Chen, Rahul Mazumder2023 · 0 citationsarXiv
Sparse PCA: A New Scalable Estimator Based On Integer Programming2109.11142v4 · Kayhan Behdin, Rahul Mazumder2021 · 2 citationsarXiv
Extracting Interpretable Models from Tree Ensembles: Computational and Statistical Perspectives2506.20114v5 · Brian Liu, Rahul Mazumder, Peter Radchenko2025 · 0 citationsarXiv
Modeling with Categorical Features via Exact Fusion and Sparsity Regularisation2603.25854v1 · Kayhan Behdin, Riade Benbaki, Peter Radchenko et al.2026 · 0 citationsarXiv
Multi-Task Learning for Sparsity Pattern Heterogeneity: Statistical and Computational Perspectives2212.08697v3 · Kayhan Behdin, Gabriel Loewinger, Kenneth T. Kishida et al.2022 · 0 citationsarXiv
Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems2502.14305v2 · Kayhan Behdin, Ata Fatahibaarzi, Qingquan Song et al.2025 · 1 citationarXiv
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models2406.07831v3 · Xiang Meng, Kayhan Behdin, Haoyue Wang et al.2024 · 1 citationarXiv
FAST: An Optimization Framework for Fast Additive Segmentation in Transparent ML2402.12630v2 · Brian Liu, Rahul Mazumder2024 · 0 citationsarXiv
MOSS: Multi-Objective Optimization for Stable Rule Sets2506.08030v2 · Brian Liu, Rahul Mazumder2025 · 0 citationsarXiv
Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests2402.12668v4 · Brian Liu, Rahul Mazumder2024 · 3 citationsarXiv
Spectral Regularization Algorithms for Learning Large Incomplete Matrices.21552465 · Mazumder, Rahul, Hastie, Trevor, Tibshirani, Robert2025 · 960 citationsJournal of machine learning research : JMLR. 2010;11:2287-2322
Predicting Census Survey Response Rates With Parsimonious Additive Models and Structured Interactions2108.11328v5 · Shibal Ibrahim, Peter Radchenko, Emanuel Ben-David et al.2021 · 1 citationThe Annals of Applied Statistics 2025, Vol. 19, No. 1, 94-120
End-to-end Feature Selection Approach for Learning Skinny Trees2310.18542v3 · Shibal Ibrahim, Kayhan Behdin, Rahul Mazumder2023 · 0 citationsInternational Conference on Artificial Intelligence and Statistics (AISTATS) 2024
HASSLE-free: A unified Framework for Sparse plus Low-Rank Matrix Decomposition for LLMs2502.00899v1 · Mehdi Makni, Kayhan Behdin, Zheng Xu et al.2025 · 0 citationsarXiv
Preserving Deep Representations In One-Shot Pruning: A Hessian-Free Second-Order Optimization Framework2411.18376v1 · Ryan Lucas, Rahul Mazumder2024 · 0 citationsarXiv
Improved heritability partitioning and enrichment analyses using summary statistics with graphREML10.1101/2024.11.04.24316716v1 · Li, H., Kamath, T., Mazumder, R. et al.2024 · 0 citationsmedRxiv
SPLENDID incorporates continuous genetic ancestry in biobank-scale data to improve polygenic risk prediction across diverse populations10.1101/2024.10.14.618256v1 · Chen, T., Zhang, H., Mazumder, R. et al.2024 · 2 citationsbioRxiv
Fast and scalable ensemble learning method for versatile polygenic risk prediction.39110727 · Chen, Tony, Zhang, Haoyu, Mazumder, Rahul et al.2024 · 6 citationsProceedings of the National Academy of Sciences of the United States of America. 2024;121(33):e2403210121
Optimal ensemble construction for multistudy prediction with applications to mortality estimation.38396313 · Loewinger, Gabriel, Nunez, Rolando Acosta, Mazumder, Rahul et al.2024 · 3 citationsStatistics in medicine. 2024;43(9):1774-1789
OSSCAR: One-Shot Structured Pruning in Vision and Language Models with Combinatorial Optimization2403.12983v1 · Xiang Meng, Shibal Ibrahim, Kayhan Behdin et al.2024 · 2 citationsarXiv
FALCON: FLOP-Aware Combinatorial Optimization for Neural Network Pruning2403.07094v1 · Xiang Meng, Wenyu Chen, Riade Benbaki et al.2024 · 1 citationarXiv
Sparse NMF with Archetypal Regularization: Computational and Robustness Properties2104.03527v2 · Kayhan Behdin, Rahul Mazumder2021 · 0 citationsarXiv
FFSplit: Split Feed-Forward Network For Optimizing Accuracy-Efficiency Trade-off in Language Model Inference2401.04044v1 · Zirui Liu, Qingquan Song, Qiang Charles Xiao et al.2024 · 1 citationarXiv
Nonparametric Finite Mixture Models with Possible Shape Constraints: A Cubic Newton Approach2107.08535v2 · Haoyue Wang, Shibal Ibrahim, Rahul Mazumder2021 · 0 citationsarXiv
Subgradient Regularized Multivariate Convex Regression at Scale2005.11588v3 · Wenyu Chen, Rahul Mazumder2020 · 3 citationsarXiv
Accurate and efficient estimation of local heritability using summary statistics and the linkage disequilibrium matrix.38040712 · Li, Hui, Mazumder, Rahul, Lin, Xihong2023 · 16 citationsNature communications. 2023;14(1):7954
Linear programming using diagonal linear networks2310.02535v1 · Haoyue Wang, Promit Ghosal, Rahul Mazumder2023 · 0 citationsarXiv
mSAM: Micro-Batch-Averaged Sharpness-Aware Minimization2302.09693v2 · Kayhan Behdin, Qingquan Song, Aman Gupta et al.2023 · 1 citationarXiv
Ensembled best subset selection using summary statistics for polygenic risk prediction10.1101/2023.09.25.559307v2 · Chen, T., Zhang, H., Mazumder, R. et al.2023 · 2 citationsbioRxiv
FIRE: An Optimization Approach for Fast Interpretable Rule Extraction2306.07432v1 · Brian Liu, Rahul Mazumder2023 · 8 citationsProceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2023)
L0Learn: A Scalable Package for Sparse Learning using L0 Regularization2202.04820v2 · Hussein Hazimeh, Rahul Mazumder, Tim Nonet2022 · 4 citationsarXiv
Matrix Completion from General Deterministic Sampling Patterns2306.02283v1 · Hanbyul Lee, Rahul Mazumder, Qifan Song et al.2023 · 0 citationsarXiv
COMET: Learning Cardinality Constrained Mixture of Experts with Trees and Local Search2306.02824v1 · Shibal Ibrahim, Wenyu Chen, Hussein Hazimeh et al.2023 · 2 citationsarXiv
Newer is not always better: Rethinking transferability metrics, their peculiarities, stability and performance2110.06893v3 · Shibal Ibrahim, Natalia Ponomareva, Rahul Mazumder2021 · 11 citationsarXiv
ForestPrune: Compact Depth-Controlled Tree Ensembles2206.00128v3 · Brian Liu, Rahul Mazumder2022 · 0 citationsProceedings of the 26th International Conference on Artificial Intelligence and Statistics (AISTATS) 2023
On Statistical Properties of Sharpness-Aware Minimization: Provable Guarantees2302.11836v3 · Kayhan Behdin, Rahul Mazumder2023 · 1 citationarXiv
A Cyclic Coordinate Descent Method for Convex Optimization on Polytopes2303.07642v2 · Rahul Mazumder, Haoyue Wang2023 · 0 citationsarXiv
Accurate and Efficient Estimation of Local Heritability using Summary Statistics and LD Matrix10.1101/2023.02.08.527759v2 · Li, H., Mazumder, R., Lin, X.2023 · 0 citationsbioRxiv
A new computational framework for log-concave density estimation2105.11387v2 · Wenyu Chen, Rahul Mazumder, Richard J. Samworth2021 · 2 citationsarXiv
Fast as CHITA: Neural Network Pruning with Combinatorial Optimization2302.14623v1 · Riade Benbaki, Wenyu Chen, Xiang Meng et al.2023 · 3 citationsarXiv
Integration of survival data from multiple studies.34190337 · Ventz, Steffen, Mazumder, Rahul, Trippa, Lorenzo2022 · 9 citationsBiometrics. 2022;78(4):1365-1376
Improved Deep Neural Network Generalization Using m-Sharpness-Aware Minimization2212.04343v1 · Kayhan Behdin, Qingquan Song, Aman Gupta et al.2022 · 3 citationsarXiv
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