Watermarking

VeriSplit: Secure and Practical Offloading of Machine Learning Inferences across IoT Devices

Authors: Han Zhang, Zifan Wang, Mihir Dhamankar, Matt Fredrikson, Yuvraj Agarwal | Published: 2024-06-02 | Updated: 2025-03-31
Watermarking
Data Privacy Assessment
Computational Efficiency

Improved Techniques for Optimization-Based Jailbreaking on Large Language Models

Authors: Xiaojun Jia, Tianyu Pang, Chao Du, Yihao Huang, Jindong Gu, Yang Liu, Xiaochun Cao, Min Lin | Published: 2024-05-31 | Updated: 2024-06-05
LLM Security
Watermarking
Prompt Injection

PureGen: Universal Data Purification for Train-Time Poison Defense via Generative Model Dynamics

Authors: Sunay Bhat, Jeffrey Jiang, Omead Pooladzandi, Alexander Branch, Gregory Pottie | Published: 2024-05-28 | Updated: 2024-06-02
Watermarking
Backdoor Attack
Poisoning

$$\mathbf{L^2\cdot M = C^2}$$ Large Language Models are Covert Channels

Authors: Simen Gaure, Stefanos Koffas, Stjepan Picek, Sondre Rønjom | Published: 2024-05-24 | Updated: 2024-10-07
LLM Performance Evaluation
Watermarking
Secure Communication Channel

A Simple Solution for Homomorphic Evaluation on Large Intervals

Authors: John Chiang | Published: 2024-05-24
Algorithm
Watermarking
Computational Efficiency

AdjointDEIS: Efficient Gradients for Diffusion Models

Authors: Zander W. Blasingame, Chen Liu | Published: 2024-05-23 | Updated: 2025-01-21
Watermarking
Compliance with Ethical Guidelines
Optimization Problem

Memory Scraping Attack on Xilinx FPGAs: Private Data Extraction from Terminated Processes

Authors: Bharadwaj Madabhushi, Sandip Kundu, Daniel Holcomb | Published: 2024-05-22
FPGA
Watermarking
Memory Management Method

Naturally Private Recommendations with Determinantal Point Processes

Authors: Jack Fitzsimons, Agustín Freitas Pasqualini, Robert Pisarczyk, Dmitrii Usynin | Published: 2024-05-22
Watermarking
Privacy Protection Method
Watermark Evaluation

WaterPool: A Watermark Mitigating Trade-offs among Imperceptibility, Efficacy and Robustness

Authors: Baizhou Huang, Xiaojun Wan | Published: 2024-05-22
Watermarking
Watermark Robustness
Watermark Evaluation

Geometry-Aware Instrumental Variable Regression

Authors: Heiner Kremer, Bernhard Schölkopf | Published: 2024-05-19
Watermarking
Optimization Problem
Evaluation Method