… The following papers were recommended by the Semantic Scholar API PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks 2026 QuantileMark: A Message-Symmetric Multi-bit Watermark for LLMs 2026 Blind PRNG Hijacking: An Undetectable Integrity… …
… However, existing watermarking methods are often vulnerable to semantic-invariant attacks, such as paraphrasing. We propose PASA, a principled, robust, and distortion -free watermarking algorithm that embeds and detects a watermark at the semantic level . …
…Knowledge-Free Backdoor Detection and Elimination with Watermark Preservation in Large Language Models (2026) Compiling Activation Steering into Weights via Null-Space Constraints for Stealthy Backdoors (2026) Layerwise Convergence Fingerprints for Runtime…
…Its standalone watermarks further achieve 93.6–100.0% detection with at most 1.9% false alarms . 🚀 Agent traces are not just logs — they are security interfaces. 🌐 Project: https://xushuwenn.github.io…