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Lixiang Li

2 accepted papers

2025

Do You Steal My Model? Signature Diffusion Embedded Dual-Verification Watermarking for Protecting Intellectual Property of Hyperspectral Image Classification Models

IJCAI 2025

Due to the high cost of data collection and training, the well-performed hyperspectral image (HSI) classification models are of great value and vulnerable to piracy threat during transmission and use. Model watermarking is a promising technology for intellectual property (IP) protection of models. H

Cited by 0SourcePDFScholar
2025

RobustLight: Improving Robustness via Diffusion Reinforcement Learning for Traffic Signal Control

ICML 2025poster

Reinforcement Learning (RL) optimizes Traffic Signal Control (TSC) to reduce congestion and emissions, but real-world TSC systems face challenges like adversarial attacks and missing data, leading to incorrect signal decisions and increased congestion. Existing methods, limited to offline data predi…

Cited by 0SourcePDFScholar