Samuel Hsia

RecPipe: Co-designing Models and Hardware to Jointly Optimize Recommendation Quality and Performance

Carole-Jean Wu, Gu-Yeon Wei, David Brooks, 2021, MICRO.

DeepRecSys: A System for Optimizing End-To-End At-Scale Neural Recommendation Inference

Carole-Jean Wu, Gu-Yeon Wei, Hsien-Hsin S. Lee, 2020, 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA).

Cross-Stack Workload Characterization of Deep Recommendation Systems

Carole-Jean Wu, Gu-Yeon Wei, David Brooks, 2020, 2020 IEEE International Symposium on Workload Characterization (IISWC).

MP-Rec: Hardware-Software Co-design to Enable Multi-path Recommendation

Newsha Ardalani, Udit Gupta, Carole-Jean Wu, 2023, ASPLOS.

RecSSD: near data processing for solid state drive based recommendation inference

Carole-Jean Wu, Gu-Yeon Wei, David Brooks, 2021, ASPLOS.

RecSSD: near data processing for solid state drive based recommendation inference

Carole-Jean Wu, Gu-Yeon Wei, David Brooks, 2021, International Conference on Architectural Support for Programming Languages and Operating Systems.

Characterizing the Scalability of Graph Convolutional Networks on Intel® PIUMA

Jesmin Jahan Tithi, Robert Adolf, Gu-Yeon Wei, 2023, 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS).

Generative AI Beyond LLMs: System Implications of Multi-Modal Generation

Bilge Acun, David Brooks, Samuel Hsia, 2023, 2312.14385.