Machine Learning for Electronic Design Automation: A Survey

Guyue Huang, Jingbo Hu, Yifan He, +13

ACM Transactions on Design Automation of Electronic Systems

Artificial IntelligenceDesign ComplexityDesign Space ExplorationEda HierarchyMachine Learning +12

From Canonical Correlation Analysis to Self-supervised Graph Neural\n Networks

Hengrui Zhang, Qitian Wu, Junchi Yan, +2

arXiv (Cornell University)

From Canonical Correlation Analysis to Self-supervised Graph Neural Networks

Hengrui Zhang, Qitian Wu, Junchi Yan, +2

arXiv (Cornell University)

Geometric LearningGraph Representation LearningMachine LearningSelf-supervised RepresentationEngineering +18

ContrastVAE

Yu Wang, Hengrui Zhang, Zhiwei Liu, +2

Proceedings of the 31st ACM International Conference on Information & Knowledge Management

Natural Language ProcessingSequence ModellingEngineeringMachine LearningData Science +9

LLMCompass: Enabling Efficient Hardware Design for Large Language Model Inference

Hengrui Zhang, August Ning, Rohan Baskar Prabhakar, +1

Handling Distribution Shifts on Graphs: An Invariance Perspective

Qitian Wu, Hengrui Zhang, Junchi Yan, +1

arXiv (Cornell University)

Artificial IntelligenceStructured PredictionGeometric LearningEngineeringMachine Learning +20

M-Mix

Shaofeng Zhang, Meng Liu, Junchi Yan, +4

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Multiple Instance LearningEngineeringMachine LearningHard NegativesUnsupervised Machine Learning +15

Heuristic adaptability to input dynamics for SpMM on GPUs

Guohao Dai, Guyue Huang, Shang Fa Yang, +6

Proceedings of the 59th ACM/IEEE Design Automation Conference

Massively-parallel ComputingComputational ScienceGpu ArchitectureEngineeringHardware Acceleration +13

Understanding GNN Computational Graph: A Coordinated Computation, IO, and Memory Perspective

Hengrui Zhang, Zhongming Yu, Guohao Dai, +4

arXiv (Cornell University)

EngineeringMachine LearningMemory PerspectiveComputer ArchitectureNetwork Analysis +21

Association between composite lifestyle factors and cardiometabolic multimorbidity in Chongqing, China: A cross-sectional exploratory study in people over 45 years and older

Yuanjie Zheng, Zhongqing Zhou, Tingting Wu, +5

Frontiers in Public Health