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Mert Pilanci

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Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models

Feb 07, 2024
Fangzhao Zhang, Mert Pilanci

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Adaptive Inference: Theoretical Limits and Unexplored Opportunities

Feb 06, 2024
Soheil Hor, Ying Qian, Mert Pilanci, Amin Arbabian

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Analyzing Neural Network-Based Generative Diffusion Models through Convex Optimization

Feb 06, 2024
Fangzhao Zhang, Mert Pilanci

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Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time

Feb 06, 2024
Sungyoon Kim, Mert Pilanci

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Distributed Markov Chain Monte Carlo Sampling based on the Alternating Direction Method of Multipliers

Jan 29, 2024
Alexandros E. Tzikas, Licio Romao, Mert Pilanci, Alessandro Abate, Mykel J. Kochenderfer

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The Convex Landscape of Neural Networks: Characterizing Global Optima and Stationary Points via Lasso Models

Dec 19, 2023
Tolga Ergen, Mert Pilanci

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Volumetric Reconstruction Resolves Off-Resonance Artifacts in Static and Dynamic PROPELLER MRI

Nov 22, 2023
Annesha Ghosh, Gordon Wetzstein, Mert Pilanci, Sara Fridovich-Keil

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Polynomial-Time Solutions for ReLU Network Training: A Complexity Classification via Max-Cut and Zonotopes

Nov 18, 2023
Yifei Wang, Mert Pilanci

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