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Faculty

Adam Dziedzic

Research Group
Trustworthy Information Processing

Email

Phone

Address

Im Oberen Werk 1
66386 St. Ingbert (Germany)

Further Information

Publications by Adam Dziedzic

Year 2024

2024-05-11

Memorization in Self-Supervised Learning Improves Downstream Generalization

Conference / Medium

International Conference on Learning Representations (ICLR)

Tags
Trustworthy Information Processing
Authors
Full Paper Visit Detail Page
2024-03-01

Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data

Article

eBioMedicine

Tags
Trustworthy Information Processing
Authors
  • Congyu Fang
  • Adam Dziedzic
  • Lin Zhang
  • Laura Oliva
  • Amol Verma
  • Fahad Razak
  • Nicolas Papernot
  • Bo Wang
Full Paper Visit Detail Page

Year 2023

2023-12-12

Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders

Conference / Medium

Conference on Neural Information Processing Systems (NeurIPS)

Tags
Trustworthy Information Processing
Authors
Full Paper Visit Detail Page
2023-10-12

Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders.

Article

CoRR

Tags
Trustworthy Information Processing
Authors
Full Paper Visit Detail Page
2023-09-23

Evaluating Robustness to Unforeseen Adversarial Attacks

Article

ICLR

Tags
Trustworthy Information Processing
Authors
Full Paper Visit Detail Page
2023-07-10

Individualized PATE: Differentially Private Machine Learning with Individual Privacy Guarantees.

Conference / Medium

Privacy Enhancing Technologies Symposium (PETS)

Tags
Trustworthy Information Processing
Authors
Full Paper Visit Detail Page
2023-05-05

Sentence Embedding Encoders are Easy to Steal but Hard to Defend

Conference / Medium

International Conference on Learning Representations (ICLR)

Tags
Trustworthy Information Processing
Authors
Full Paper Visit Detail Page
2023-03-29

Have it your way: Individualized Privacy Assignment for DP-SGD

Conference / Medium

Conference on Neural Information Processing Systems (NeurIPS)

Tags
Algorithmic Foundations and Cryptography
Authors
Full Paper Visit Detail Page

Year 2022

2022

Stealing and Defending Transformer-based Encoders

Conference / Medium

International Conference on Learning Representations (ICLR)

Tags
Trustworthy Information Processing
Authors
Full Paper Visit Detail Page