Papyan, Vardan

18 publications

NeurIPS 2025 Attention Sinks: A 'Catch, Tag, Release' Mechanism for Embeddings Stephen Zhang, Mustafa Khan, Vardan Papyan

ICLR 2025 Breach by a Thousand Leaks: Unsafe Information Leakage in 'Safe' AI Responses David Glukhov, Ziwen Han, Ilia Shumailov, Vardan Papyan, Nicolas Papernot

ICLRW 2025 Low-Rank Is Required for Pruning LLMs Stephen Zhang, Vardan Papyan

ICLR 2025 OATS: Outlier-Aware Pruning Through Sparse and Low Rank Decomposition Stephen Zhang, Vardan Papyan

ICML 2025 On the Importance of Gaussianizing Representations Daniel Eftekhari, Vardan Papyan

ICLR 2025 Transformer Block Coupling and Its Correlation with Generalization in LLMs Murdock Aubry, Haoming Meng, Anton Sugolov, Vardan Papyan

NeurIPS 2024 Linguistic Collapse: Neural Collapse in (Large) Language Models Robert Wu, Vardan Papyan

ICML 2024 Out of the Ordinary: Spectrally Adapting Regression for Covariate Shift Benjamin Eyre, Elliot Creager, David Madras, Vardan Papyan, Richard Zemel

ICML 2024 Position: Fundamental Limitations of LLM Censorship Necessitate New Approaches David Glukhov, Ilia Shumailov, Yarin Gal, Nicolas Papernot, Vardan Papyan

ICLR 2024 Pushing Boundaries: Mixup's Influence on Neural Collapse Quinn LeBlanc Fisher, Haoming Meng, Vardan Papyan

ICML 2024 Sparsest Models Elude Pruning: An Exposé of Pruning’s Current Capabilities Stephen Zhang, Vardan Papyan

NeurIPS 2023 Residual Alignment: Uncovering the Mechanisms of Residual Networks Jianing Li, Vardan Papyan

ICLR 2022 Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path X.Y. Han, Vardan Papyan, David L. Donoho

JMLR 2020 Traces of Class/Cross-Class Structure Pervade Deep Learning Spectra Vardan Papyan

ICML 2019 Measurements of Three-Level Hierarchical Structure in the Outliers in the Spectrum of Deepnet Hessians Vardan Papyan

NeurIPS 2018 Neural Proximal Gradient Descent for Compressive Imaging Morteza Mardani, Qingyun Sun, David Donoho, Vardan Papyan, Hatef Monajemi, Shreyas Vasanawala, John Pauly

ICCV 2017 Convolutional Dictionary Learning via Local Processing Vardan Papyan, Yaniv Romano, Jeremias Sulam, Michael Elad

JMLR 2017 Convolutional Neural Networks Analyzed via Convolutional Sparse Coding Vardan Papyan, Yaniv Romano, Michael Elad