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Adam Dziedzic · SciRah

Researcher profile · Semantic Scholar

Adam Dziedzic

University of Chicago, Vector Institute, University of Toronto, CISPA

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Adam Dziedzic — researcher profile on SciRah

ORCID iD 0000-0001-9786-2296Homepage

h-index: 20
Works: 42
Citations: 1,629

Most-cited papers

Pretrained Transformers Improve Out-of-Distribution Robustness
Dan Hendrycks, Xiaoyuan Liu, Eric Wallace, Adam Dziedzic +2 more
2020Annual Meeting of the Association for Computational Linguistics504 citations Open access
Semantic Scholar
When the Curious Abandon Honesty: Federated Learning Is Not Private
Franziska Boenisch, Adam Dziedzic, R. Schuster, A. Shamsabadi +2 more
2021European Symposium on Security and Privacy256 citations Open access
Semantic Scholar
Flocks of Stochastic Parrots: Differentially Private Prompt Learning for Large Language Models
Haonan Duan, Adam Dziedzic, Nicolas Papernot, Franziska Boenisch
2023Neural Information Processing Systems120 citations Open access
Semantic Scholar
Band-limited Training and Inference for Convolutional Neural Networks
Adam Dziedzic, John Paparrizos, S. Krishnan, Aaron J. Elmore +1 more
2019International Conference on Machine Learning69 citations
Semantic Scholar
CaPC Learning: Confidential and Private Collaborative Learning
Christopher A. Choquette-Choo, Natalie Dullerud, Adam Dziedzic, Yun-Xiang Zhang +3 more
2021International Conference on Learning Representations68 citations
Semantic Scholar
Dataset Inference for Self-Supervised Models
Adam Dziedzic, Haonan Duan, Muhammad Ahmad Kaleem, Nikita Dhawan +4 more
2022Neural Information Processing Systems60 citations Open access
Semantic Scholar
Preoperative paraspinal neck muscle characteristics predict early onset adjacent segment degeneration in anterior cervical fusion patients: A machine‐learning modeling analysis
A. Y. Wong, G. Harada, Remy Y. Lee, S. Gandhi +7 more
2020Journal of Orthopaedic Research43 citations Open access
Semantic Scholar
Increasing the Cost of Model Extraction with Calibrated Proof of Work
Adam Dziedzic, Muhammad Ahmad Kaleem, Yu-Shen Lu, Nicolas Papernot
2022International Conference on Learning Representations42 citations
Semantic Scholar
Have it your way: Individualized Privacy Assignment for DP-SGD
Franziska Boenisch, Christopher Muhl, Adam Dziedzic, Roy Rinberg +1 more
2023Neural Information Processing Systems41 citations Open access
Semantic Scholar
Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation
Franziska Boenisch, Adam Dziedzic, R. Schuster, A. Shamsabadi +2 more
2023European Symposium on Security and Privacy38 citations Open access
Semantic Scholar
On the Difficulty of Defending Self-Supervised Learning against Model Extraction
Adam Dziedzic, Nikita Dhawan, Muhammad Ahmad Kaleem, Jonas Guan +1 more
2022International Conference on Machine Learning36 citations Open access
Semantic Scholar
Demonstrating the BigDAWG Polystore System for Ocean Metagenomics Analysis
T. Mattson, V. Gadepally, Zuohao She, Adam Dziedzic +1 more
2017Conference on Innovative Data Systems Research36 citations
Semantic Scholar
Data transformation and migration in polystores
Adam Dziedzic, Aaron J. Elmore, M. Stonebraker
2016IEEE Conference on High Performance Extreme Computing30 citations
Semantic Scholar
Selective Prediction via Training Dynamics
Stephan Rabanser, Anvith Thudi, K. Hamidieh, Adam Dziedzic +4 more
2022Trans. Mach. Learn. Res.29 citations
Semantic Scholar
Artificial Intelligence in Resource-Constrained and Shared Environments
S. Krishnan, Aaron J. Elmore, M. Franklin, John Paparrizos +3 more
2019ACM SIGOPS Operating Systems Review28 citations
Semantic Scholar
Columnstore and B+ tree - Are Hybrid Physical Designs Important?
Adam Dziedzic, Jingjing Wang, Sudipto Das, Bo-Lin Ding +2 more
2018SIGMOD Conference27 citations
Semantic Scholar
DeepLens: Towards a Visual Data Management System
S. Krishnan, Adam Dziedzic, Aaron J. Elmore
2018Conference on Innovative Data Systems Research26 citations
Semantic Scholar
BigDAWG version 0.1
V. Gadepally, K. O'Brien, Adam Dziedzic, Aaron J. Elmore +6 more
2017IEEE Conference on High Performance Extreme Computing26 citations Open access
Semantic Scholar
Individualized PATE: Differentially Private Machine Learning with Individual Privacy Guarantees
Franziska Boenisch, Christopher Muhl, Roy Rinberg, Jannis Ihrig +1 more
2022Proceedings on Privacy Enhancing Technologies24 citations Open access
Semantic Scholar
Cecropins in cancer therapies-where we have been?
Maksymilian Ziaja, Adam Dziedzic, Kacper Szafraniec, Agnieszka Ciesielska-Piastowska
2020European Journal of Pharmacology24 citations Open access
Semantic Scholar
Machine Learning Enabled Spectrum Sharing in Dense LTE-U/Wi-Fi Coexistence Scenarios
Adam Dziedzic, Vanlin Sathya, Muhammad Iqbal Rochman, M. Ghosh +1 more
2020IEEE Open Journal of Vehicular Technology20 citations Open access
Semantic Scholar
Integrating real-time and batch processing in a polystore
John Meehan, S. Zdonik, Shaobo Tian, Yulong Tian +3 more
2016IEEE Conference on High Performance Extreme Computing20 citations
Semantic Scholar
DBMS Data Loading: An Analysis on Modern Hardware
Adam Dziedzic, M. Karpathiotakis, Ioannis Alagiannis, R. Appuswamy +1 more
2016ADMS/IMDM@VLDB18 citations Open access
Semantic Scholar
Is Federated Learning a Practical PET Yet?
Franziska Boenisch, Adam Dziedzic, R. Schuster, A. Shamsabadi +2 more
2023arXiv.org10 citations Open access
Semantic Scholar
GIS application for geomechanics—a Polish example
J. Pinińska, Adam Dziedzic
20047 citations
Semantic Scholar
p-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations
Adam Dziedzic, Stephan Rabanser, Mohammad Yaghini, Armin Ale +2 more
2022arXiv.org4 citations Open access
Semantic Scholar
On the Exploitability of Audio Machine Learning Pipelines to Surreptitious Adversarial Examples
Adelin Travers, Lorna Licollari, Guanghan Wang, Varun Chandrasekaran +3 more
2021arXiv.org4 citations
Semantic Scholar
Machine Learning based detection of multiple Wi-Fi BSSs for LTE-U CSAT
Vanlin Sathya, Adam Dziedzic, M. Ghosh, S. Krishnan
2019International Conference on Computing, Networking and Communications4 citations Open access
Semantic Scholar
BigDAWG : a Polystore for Diverse Interactive Applications
Adam Dziedzic, Jennie Duggan, Aaron J. Elmore, V. Gadepally +1 more
20154 citations
Semantic Scholar
Temperature distribution on a quad-core microprocessor and quad-core microprocessor / heat sink structure
M. Gierczak, K. Stojek, Adam Dziedzic
20173 citations
Semantic Scholar
A Perturbation Analysis of Input Transformations for Adversarial Attacks
Adam Dziedzic, S. Krishnan
20192 citations
Semantic Scholar
BigDAWG Polystore Release and Demonstration
K. O'Brien, V. Gadepally, Jennie Duggan, Adam Dziedzic +6 more
2017arXiv.org2 citations
Semantic Scholar
Private Multi-Winner Voting for Machine Learning
Adam Dziedzic, Christopher A. Choquette-Choo, Natalie Dullerud, Vinith M. Suriyakumar +5 more
2022Proceedings on Privacy Enhancing Technologies1 citations Open access
Semantic Scholar
An Empirical Evaluation of Perturbation-based Defenses
Adam Dziedzic, S. Krishnan
2020arXiv.org1 citations
Semantic Scholar
Analysis of Random Perturbations for Robust Convolutional Neural Networks
Adam Dziedzic, S. Krishnan
20201 citations
Semantic Scholar
Analysis and comparison of NoSQL databases with an introduction to consistent references in big data storage systems
Adam Dziedzic, J. Mulawka
2014Other Conferences1 citations
Semantic Scholar
Autonomous Quadrotors for the 2019 International Aerial Robotics Competition
Martin Deegan, Adam Dziedzic, Cheng Jiang, R. Moon +2 more
20111 citations
Semantic Scholar
ZINTEGROWANY SYSTEM GROMADZENIA, PRZETWARZANIA I WIZUALIZACJI DANYCH GEOMECHANICZNYCH — BAZA DANYCH GEOMECHANICZNYCH
A. Domonik, Adam Dziedzic, A. Jarząbkiewicz, D. Łukasiak +2 more
20091 citations
Semantic Scholar
Input and Model Compression for Adaptive and Robust Neural Networks
Adam Dziedzic
20200 citations
Semantic Scholar
Testing Robustness Against Unforeseen Adversaries
Maximilian Kaufmann, Daniel Kang, Yi Sun, Steven Basart +8 more
20190 citations
Semantic Scholar
IV Ogólnopolska Konferencja Doktorantów Nauk o Życiu – BioOpen. Księga abstraktów. Łódź, 24 – 25 maja 2018 roku
P. Wigner, Adam Dziedzic, Anita Krokosz
20180 citations
Semantic Scholar
Brzozowski reads Przybyszewski
Adam Dziedzic
20060 citations
Semantic Scholar

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