2 citations · 4 across the 8 of their papers we have counts for
8 papers
Balance of Number of Embedding and their Dimensions in Vector Quantization
Hang Chen, Sankepally Sainath Reddy, Ziwei Chen +1
The dimensionality of the embedding and the number of available embeddings ( also called codebook size) are critical factors influencing the performance of Vector Quantization(VQ),…
VQSynery: Robust Drug Synergy Prediction With Vector Quantization Mechanism
Jiawei Wu, Mingyuan Yan, Dianbo Liu
The pursuit of optimizing cancer therapies is significantly advanced by the accurate prediction of drug synergy. Traditional methods, such as clinical trials, are reliable yet encu…
BarlowTwins-CXR : Enhancing Chest X-Ray abnormality localization in heterogeneous data with cross-domain self-supervised learning
Haoyue Sheng, Linrui Ma, Jean-Francois Samson +1
Background: Chest X-ray imaging-based abnormality localization, essential in diagnosing various diseases, faces significant clinical challenges due to complex interpretations and t…
Probabilistic Generative Modeling for Procedural Roundabout Generation for Developing Countries
Zarif Ikram, Ling Pan, Dianbo Liu
Due to limited resources and fast economic growth, designing optimal transportation road networks with traffic simulation and validation in a cost-effective manner is vital for dev…
Causal Inference in Gene Regulatory Networks with GFlowNet: Towards Scalability in Large Systems
Trang Nguyen, Alexander Tong, Kanika Madan +2
Understanding causal relationships within Gene Regulatory Networks (GRNs) is essential for unraveling the gene interactions in cellular processes. However, causal discovery in GRNs…
Enhancing Human Capabilities through Symbiotic Artificial Intelligence with Shared Sensory Experiences
Rui Hao, Dianbo Liu, Linmei Hu
The merging of human intelligence and artificial intelligence has long been a subject of interest in both science fiction and academia. In this paper, we introduce a novel concept…