Backdoor Attacks Against Dataset Distillation

Authors: Yugeng Liu, Zheng Li, Michael Backes, Yun Shen, Yang Zhang | Published: 2023-01-03

Analysis of Label-Flip Poisoning Attack on Machine Learning Based Malware Detector

Authors: Kshitiz Aryal, Maanak Gupta, Mahmoud Abdelsalam | Published: 2023-01-03

Ranking Differential Privacy

Authors: Shirong Xu, Will Wei Sun, Guang Cheng | Published: 2023-01-02

Unlocking Metaverse-as-a-Service The three pillars to watch: Privacy and Security, Edge Computing, and Blockchain

Authors: Vesal Ahsani, Ali Rahimi, Mehdi Letafati, Babak Hossein Khalaj | Published: 2023-01-01 | Updated: 2023-01-11

DPack: Efficiency-Oriented Privacy Budget Scheduling

Authors: Pierre Tholoniat, Kelly Kostopoulou, Mosharaf Chowdhury, Asaf Cidon, Roxana Geambasu, Mathias Lécuyer, Junfeng Yang | Published: 2022-12-26 | Updated: 2024-10-10

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Authors: Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin | Published: 2022-12-21 | Updated: 2023-04-20

Learned Systems Security

Authors: Roei Schuster, Jin Peng Zhou, Thorsten Eisenhofer, Paul Grubbs, Nicolas Papernot | Published: 2022-12-20 | Updated: 2023-01-10

Mobile Augmented Reality with Federated Learning in the Metaverse

Authors: Xinyu Zhou, Jun Zhao | Published: 2022-12-16 | Updated: 2023-11-07

Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection

Authors: Benjamin Steenhoek, Hongyang Gao, Wei Le | Published: 2022-12-15 | Updated: 2023-10-01

Constitutional AI: Harmlessness from AI Feedback

Authors: Yuntao Bai, Saurav Kadavath, Sandipan Kundu, Amanda Askell, Jackson Kernion, Andy Jones, Anna Chen, Anna Goldie, Azalia Mirhoseini, Cameron McKinnon, Carol Chen, Catherine Olsson, Christopher Olah, Danny Hernandez, Dawn Drain, Deep Ganguli, Dustin Li, Eli Tran-Johnson, Ethan Perez, Jamie Kerr, Jared Mueller, Jeffrey Ladish, Joshua Landau, Kamal Ndousse, Kamile Lukosuite, Liane Lovitt, Michael Sellitto, Nelson Elhage, Nicholas Schiefer, Noemi Mercado, Nova DasSarma, Robert Lasenby, Robin Larson, Sam Ringer, Scott Johnston, Shauna Kravec, Sheer El Showk, Stanislav Fort, Tamera Lanham, Timothy Telleen-Lawton, Tom Conerly, Tom Henighan, Tristan Hume, Samuel R. Bowman, Zac Hatfield-Dodds, Ben Mann, Dario Amodei, Nicholas Joseph, Sam McCandlish, Tom Brown, Jared Kaplan | Published: 2022-12-15