Papyan, Vardan
- LLM Censorship: A Machine Learning Challenge or a Computer Security Problem?
2023/07/20 by D. O. Glukhov, David Glukhov, Glukhov, David +8 · 1 voice · 6 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling #cs.AI #cs.CL #cs.CR #cs.LG
- Neural Proximal Gradient Descent for Compressive Imaging
2018/06/01 by Morteza Mardani, Mardani, Morteza, Qingyun Sun +10 · 12 citations
Engineering · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Microwave Imaging and Scattering Analysis #Sparse and Compressive Sensing Techniques
- Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path
2021/06/03 by X. Y. Han, Vardan Papyan, Han, X. Y. +3 · 10 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning
- The Full Spectrum of Deepnet Hessians at Scale: Dynamics with SGD\n Training and Sample Size
2018/11/16 by Vardan Papyan, Papyan, Vardan · 11 citations
Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis #Neural Networks and Applications
- Linguistic Collapse: Neural Collapse in (Large) Language Models
2024/05/28 by Robert Wu, Vardan Papyan, Wu, Robert +1 · 9 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- Measurements of Three-Level Hierarchical Structure in the Outliers in the Spectrum of Deepnet Hessians
2019/01/24 by Vardan Papyan, Papyan, Vardan · 4 citations
Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #Model Reduction and Neural Networks #Generative Adversarial Networks and Image Synthesis
- OATS: Outlier-Aware Pruning Through Sparse and Low Rank Decomposition
2024/09/20 by Zhang, Stephen, Papyan, Vardan · 7 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Convolutional Neural Networks Analyzed via Convolutional Sparse Coding
2016/07/27 by Papyan, Vardan, Romano, Yaniv, Elad, Michael · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Convolutional Dictionary Learning via Local Processing
2017/05/09 by Papyan, Vardan, Romano, Yaniv, Sulam, Jeremias +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Recurrent Generative Adversarial Networks for Proximal Learning and Automated Compressive Image Recovery
2017/11/27 by Mardani, Morteza, Monajemi, Hatef, Papyan, Vardan +3 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
- Degrees of Freedom Analysis of Unrolled Neural Networks
2019/06/10 by Morteza Mardani, Mardani, Morteza, Qingyun Sun +9 · 3 citations
Engineering · Mathematics · Computer Science · #Sparse and Compressive Sensing Techniques #Numerical methods in inverse problems #Image and Signal Denoising Methods
- Pushing Boundaries: Mixup's Influence on Neural Collapse
2024/02/09 by Quinn Fisher, Fisher, Quinn, Haoming Meng +3 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- Residual Alignment: Uncovering the Mechanisms of Residual Networks
2024/01/17 by Jianing Li, Vardan Papyan, Li, Jianing +1 · 2 citations
Computer Science · Materials Science · Engineering · #Adversarial Robustness in Machine Learning #Machine Learning in Materials Science #Integrated Circuits and Semiconductor Failure Analysis
- Traces of Class/Cross-Class Structure Pervade Deep Learning Spectra
2020/08/27 by Papyan, Vardan · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Transformer Block Coupling and its Correlation with Generalization in LLMs
2024/07/10 by Murdock Aubry, Aubry, Murdock, Haoming Meng +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- On the Importance of Gaussianizing Representations
2025/05/01 by Eftekhari, Daniel, Papyan, Vardan · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Breach By A Thousand Leaks: Unsafe Information Leakage in `Safe' AI Responses
2024/07/02 by D. O. Glukhov, Ziwen Han, Glukhov, David +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning