Mohit Marvania

Stability-Aware Feature Design for Robust Watermark Detection in Machine-Generated Text

The widespread adoption of large language models (LLMs) has intensified the demand for principled methods to distinguish human- from machine-generated text. Watermarking provides a promising avenue, yet existing detectors exhibit sharp performance deterioration under multiple paraphrasing and when a…