Turnitin
降AI改写
早检测系统
早降重系统
Turnitin-UK版
万方检测-期刊版
维普编辑部版
Grammarly检测
Paperpass检测
checkpass检测
PaperYY检测
On the caveats of AI autophagy
Generative artificial intelligence (AI) technologies and large models are producing realistic
outputs across various domains, such as images, text, speech and music. Creating these …
outputs across various domains, such as images, text, speech and music. Creating these …
Universality of the Pathway in Avoiding Model Collapse
Researchers in empirical machine learning recently spotlighted their fears of so-called
Model Collapse. They imagined a discard workflow, where an initial generative model is …
Model Collapse. They imagined a discard workflow, where an initial generative model is …
Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling
Given an isolated garment image in a canonical product view and a separate image of a
person, the virtual try-on task aims to generate a new image of the person wearing the target …
person, the virtual try-on task aims to generate a new image of the person wearing the target …
Machine-generated text detection prevents language model collapse
G Drayson, V Lampos - arxiv preprint arxiv:2502.15654, 2025 - arxiv.org
As Large Language Models (LLMs) become increasingly prevalent, their generated outputs
are proliferating across the web, risking a future where machine-generated content dilutes …
are proliferating across the web, risking a future where machine-generated content dilutes …
A Theoretical Perspective: When and How Self-consuming Training Loops Generalize
High-quality data is essential for training large generative models, yet the vast reservoir of
real data available online has become nearly depleted. Consequently, models increasingly …
real data available online has become nearly depleted. Consequently, models increasingly …