5 papers
DesignCLIP: Multimodal Learning with CLIP for Design Patent Understanding
Zhu Wang, Homaira Huda Shomee, Sathya N. Ravi +1
In the field of design patent analysis, traditional tasks such as patent classification and patent image retrieval heavily depend on the image data. However, patent images -- typic…
Targeted Unlearning Using Perturbed Sign Gradient Methods With Applications On Medical Images
George R. Nahass, Zhu Wang, Homa Rashidisabet +8
Machine unlearning aims to remove the influence of specific training samples from a trained model without full retraining. While prior work has largely focused on privacy-motivated…
A Survey on Patent Analysis: From NLP to Multimodal AI
Homaira Huda Shomee, Zhu Wang, Sathya N. Ravi +1
Recent advances in Pretrained Language Models (PLMs) and Large Language Models (LLMs) have demonstrated transformative capabilities across diverse domains. The field of patent anal…
Accelerated Neural Network Training with Rooted Logistic Objectives
Zhu Wang, Praveen Raj Veluswami, Harsh Mishra +1
Many neural networks deployed in the real world scenarios are trained using cross entropy based loss functions. From the optimization perspective, it is known that the behavior of…
Contextualized Structural Self-supervised Learning for Ontology Matching
Zhu Wang
Ontology matching (OM) entails the identification of semantic relationships between concepts within two or more knowledge graphs (KGs) and serves as a critical step in integrating…