activity
20162023
most citedModular Learning Component Attacks: Today's Reality, Tomorrow's Challenge

3 citations · 8 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV20232 cited

Text2Layer: Layered Image Generation using Latent Diffusion Model

Xinyang Zhang, Wentian Zhao, Xin Lu +1

Layer compositing is one of the most popular image editing workflows among both amateurs and professionals. Motivated by the success of diffusion models, we explore layer compositi…

cs.CL20231 cited

Patton: Language Model Pretraining on Text-Rich Networks

Bowen Jin, Wentao Zhang, Yu Zhang +4

A real-world text corpus sometimes comprises not only text documents but also semantic links between them (e.g., academic papers in a bibliographic network are linked by citations…

cs.LG20202 cited

AdvMind: Inferring Adversary Intent of Black-Box Attacks

Ren Pang, Xinyang Zhang, Shouling Ji +2

Deep neural networks (DNNs) are inherently susceptible to adversarial attacks even under black-box settings, in which the adversary only has query access to the target models. In p…

cs.CR20173 cited

Modular Learning Component Attacks: Today's Reality, Tomorrow's Challenge

Xinyang Zhang, Yujie Ji, Ting Wang

Many of today's machine learning (ML) systems are not built from scratch, but are compositions of an array of {\em modular learning components} (MLCs). The increasing use of MLCs s…

cs.SI2016

Inspiration or Preparation? Explaining Creativity in Scientific Enterprise

Xinyang Zhang, Dashun Wang, Ting Wang

Human creativity is the ultimate driving force behind scientific progress. While the building blocks of innovations are often embodied in existing knowledge, it is creativity that…