Cross-Stack Workload Characterization of Deep Recommendation Systems. - Samuel Hsia; Udit Gupta; Mark Wilkening; Carole-Jean Wu; Gu-Yeon Wei; David Brooks 001 (IISWC, 2020)

DeepRecSys: A System for Optimizing End-To-End At-Scale Neural Recommendation Inference. - Udit Gupta; Samuel Hsia; Vikram Saraph; Xiaodong Wang 020; Brandon Reagen; Gu-Yeon Wei; Hsien-Hsin S. Lee; David Brooks 001; Carole-Jean Wu (ISCA, 2020)

RecSSD: near data processing for solid state drive based recommendation inference. - Mark Wilkening; Udit Gupta; Samuel Hsia; Caroline Trippel; Carole-Jean Wu; David Brooks 001; Gu-Yeon Wei (ASPLOS, 2021)

RecPipe: Co-designing Models and Hardware to Jointly Optimize Recommendation Quality and Performance. - Udit Gupta; Samuel Hsia; Jeff Zhang 001; Mark Wilkening; Javin Pombra; Hsien-Hsin Sean Lee; Gu-Yeon Wei; Carole-Jean Wu; David Brooks 001 (MICRO, 2021)

MP-Rec: Hardware-Software Co-design to Enable Multi-path Recommendation. - Samuel Hsia; Udit Gupta; Bilge Acun; Newsha Ardalani; Pan Zhong; Gu-Yeon Wei; David Brooks 001; Carole-Jean Wu (ASPLOS (3), 2023)

Characterizing the Scalability of Graph Convolutional Networks on Intel® PIUMA. - Matthew Joseph Adiletta; Jesmin Jahan Tithi; Emmanouil-Ioannis Farsarakis; Gerasimos Gerogiannis; Robert Adolf; Robert Benke; Sidharth Kashyap; Samuel Hsia; Kartik Lakhotia; Fabrizio Petrini; Gu-Yeon Wei; David Brooks 001 (ISPASS, 2023)

MAD-Max Beyond Single-Node: Enabling Large Machine Learning Model Acceleration on Distributed Systems. - Samuel Hsia; Alicia Golden; Bilge Acun; Newsha Ardalani; Zachary DeVito; Gu-Yeon Wei; David Brooks 001; Carole-Jean Wu (ISCA, 2024)

Generative AI Beyond LLMs: System Implications of Multi-Modal Generation. - Alicia Golden; Samuel Hsia; Fei Sun; Bilge Acun; Basil Hosmer; Yejin Lee 010; Zachary DeVito; Jeff Johnson 004; Gu-Yeon Wei; David Brooks 001; Carole-Jean Wu (ISPASS, 2024)

Is Flash Attention Stable? - Alicia Golden; Samuel Hsia; Fei Sun; Bilge Acun; Basil Hosmer; Yejin Lee 010; Zachary DeVito; Jeff Johnson 004; Gu-Yeon Wei; David Brooks 001; Carole-Jean Wu (CoRR, 2024)

Carbon Aware Transformers Through Joint Model-Hardware Optimization. - Irene Wang; Newsha Ardalani; Mostafa Elhoushi; Daniel Jiang; Samuel Hsia; Ekin Sumbul; Divya Mahajan 001; Carole-Jean Wu; Bilge Acun (CoRR, 2025)