Somayeh Sojoudi
University of California, Berkeley
H-index: 28
North America-United States
Top articles of Somayeh Sojoudi
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Transport of Algebraic Structure to Latent Embeddings | Samuel Pfrommer Brendon G Anderson Somayeh Sojoudi | 2024 | |
MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers | arXiv preprint arXiv:2402.02263 | Yatong Bai Mo Zhou Vishal M Patel Somayeh Sojoudi | 2024/2/3 |
Dissipativity Theory for Evolutionary Games on Infinite Strategy Sets | Brendon G Anderson Somayeh Sojoudi Murat Arcak | 2024 | |
The computation of approximate feedback Stackelberg equilibria in multi-player nonlinear constrained dynamic games | arXiv preprint arXiv:2401.15745 | Jingqi Li Somayeh Sojoudi Claire Tomlin David Fridovich-Keil | 2024/1/28 |
Let's Go Shopping (LGS)--Web-Scale Image-Text Dataset for Visual Concept Understanding | arXiv preprint arXiv:2401.04575 | Yatong Bai Utsav Garg Apaar Shanker Haoming Zhang Samyak Parajuli | 2024/1/9 |
Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses | Ziye Ma Ying Chen Javad Lavaei Somayeh Sojoudi | 2024/4/18 | |
Approximately Gaussian Replicator Flows: Nonconvex Optimization as a Nash-Convergent Evolutionary Game | Brendon G Anderson Samuel Pfrommer Somayeh Sojoudi | 2024 | |
Intent Demonstration in General-Sum Dynamic Games via Iterative Linear-Quadratic Approximations | arXiv preprint arXiv:2402.10182 | Jingqi Li Anand Siththaranjan Somayeh Sojoudi Claire Tomlin Andrea Bajcsy | 2024/2/15 |
Pausing Model Learning in Real-world Reinforcement Learning | Hyunin Lee Ming Jin Javad Lavaei Somayeh Sojoudi | 2024 | |
Tempo adaptation in non-stationary reinforcement learning | Advances in Neural Information Processing Systems | Hyunin Lee Yuhao Ding Jongmin Lee Ming Jin Javad Lavaei | 2024/2/13 |
Tight Certified Robustness via Min-Max Representations of ReLU Neural Networks | Brendon G Anderson Samuel Pfrommer Somayeh Sojoudi | 2023 | |
Cost inference for feedback dynamic games from noisy partial state observations and incomplete trajectories | arXiv preprint arXiv:2301.01398 | Jingqi Li Chih-Yuan Chiu Lasse Peters Somayeh Sojoudi Claire Tomlin | 2023/1/4 |
Over-parametrization via lifting for low-rank matrix sensing: Conversion of spurious solutions to strict saddle points | Ziye Ma Igor Molybog Javad Lavaei Somayeh Sojoudi | 2023/7/3 | |
Scenario-game admm: A parallelized scenario-based solver for stochastic noncooperative games | Jingqi Li Chih-Yuan Chiu Lasse Peters Fernando Palafox Mustafa Karabag | 2023/12/13 | |
Mixing Classifiers to Alleviate the Accuracy-Robustness Trade-Off | Yatong Bai Brendon G Anderson Somayeh Sojoudi | 2024 | |
Differentiable Convex Optimization for Meta-Learning | Tanmay Gautam Samuel Pfrommer Somayeh Sojoudi | 2023 | |
Efficient global optimization of two-layer relu networks: Quadratic-time algorithms and adversarial training | SIAM Journal on Mathematics of Data Science | Yatong Bai Tanmay Gautam Somayeh Sojoudi | 2023/6/30 |
Meta-Learning Parameterized First-Order Optimizers using Differentiable Convex Optimization | Tanmay Gautam Samuel Pfrommer Somayeh Sojoudi | 2023/12/13 | |
Asymmetric Certified Robustness via Feature-Convex Neural Networks | (*Equal contribution) | Samuel Pfrommer* Brendon G Anderson* Julien Piet Somayeh Sojoudi | 2022 |
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing | Advances in Neural Information Processing Systems | Ziye Ma Javad Lavaei Somayeh Sojoudi | 2024/2/13 |
Co-Authors
